{"cells":[{"cell_type":"markdown","metadata":{"formattedRanges":[],"cell_id":"2423f3fa6ffc43b1a2dfb06b91ea43a5","deepnote_cell_type":"text-cell-p"},"source":"","block_group":"316bc22ab69a4ef4bd4f7ef86a756f40"},{"cell_type":"markdown","metadata":{"formattedRanges":[],"cell_id":"e52fa09e1cc940c78f0d35acb179e8ca","deepnote_cell_type":"text-cell-p"},"source":" ","block_group":"55225fe6dab34881aa3535b870f6e055"},{"cell_type":"markdown","metadata":{"formattedRanges":[],"cell_id":"d8195f9c31274c56968c520fea00ddca","deepnote_cell_type":"text-cell-h1"},"source":"# (не)КодИИм 02/24: Деревья Решений","block_group":"5e7685844d57407c82addd0764580b5f"},{"cell_type":"code","metadata":{"source_hash":"c76c7c51","execution_start":1708437437670,"execution_millis":30,"deepnote_to_be_reexecuted":false,"cell_id":"ab2b05818a214c588a9f3473c1d9e953","deepnote_cell_type":"code"},"source":"import pandas as pd\nimport numpy as np","block_group":"2a1d92b8afee49a68b6506561ca8ae25","execution_count":14,"outputs":[],"outputs_reference":null},{"cell_type":"code","metadata":{"source_hash":"fd8d8603","execution_start":1708437278644,"execution_millis":232,"deepnote_to_be_reexecuted":false,"cell_id":"0f1b7ed9632f4550a672589b1c290546","deepnote_cell_type":"code"},"source":"import requests\n\nheaders = {\"User-Agent\": \"ChatGPT\", \"Content-Type\": \"application/json;charset=UTF-8\"}\n\nresponse = requests.get(\n    \"https://2700chess.com/?per-page=100\",\n    headers=headers,\n)","block_group":"1fefe23f4fdd40c7bac3229d01de3308","execution_count":5,"outputs":[],"outputs_reference":null},{"cell_type":"code","metadata":{"source_hash":"74660796","execution_start":1708437207624,"execution_millis":92,"deepnote_to_be_reexecuted":false,"cell_id":"90d45e4d2e304f6b9ff8a3b5aa54c41f","deepnote_cell_type":"code"},"source":"html = response.content","block_group":"b8d48eb3576147ecbb97e961f5156176","execution_count":3,"outputs":[],"outputs_reference":null},{"cell_type":"code","metadata":{"source_hash":"ee3f2a06","execution_start":1708438170020,"execution_millis":660,"deepnote_to_be_reexecuted":false,"cell_id":"d6d138ddfc6a499d9a337bf1380196be","deepnote_cell_type":"code"},"source":"from bs4 import BeautifulSoup\n\nsoup = BeautifulSoup(html, 'html.parser')\n\ntable = soup.find('table')","block_group":"d82d46eff35e4a35842b5a74749dd348","execution_count":54,"outputs":[],"outputs_reference":null},{"cell_type":"code","metadata":{"source_hash":"9686e14e","execution_start":1708438591966,"execution_millis":128,"deepnote_to_be_reexecuted":false,"cell_id":"260c549e1d414ac8b0833b8aca8c048b","deepnote_cell_type":"code"},"source":"df = pd.read_html(str(table))[0]","block_group":"86f3f6f50abb448fa1f40c3e527dc15a","execution_count":83,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_987/1339507137.py:1: FutureWarning: Passing literal html to 'read_html' is deprecated and will be removed in a future version. To read from a literal string, wrap it in a 'StringIO' object.\n  df = pd.read_html(str(table))[0]\n","output_type":"stream"}],"outputs_reference":"dbtable:cell_outputs/e25c926e-b7c4-46c9-b4ff-264fe3cfb5cb"},{"cell_type":"code","metadata":{"source_hash":"f804c160","execution_start":1708437639458,"execution_millis":55,"deepnote_table_state":{"sortBy":[],"filters":[],"pageSize":10,"pageIndex":0},"deepnote_table_loading":false,"deepnote_to_be_reexecuted":false,"cell_id":"a0327c3537354373b3c5c011478a486e","deepnote_cell_type":"code"},"source":"","block_group":"5885319c135f47668aa241789e4c80fb","execution_count":29,"outputs":[{"output_type":"execute_result","execution_count":30,"data":{"application/vnd.deepnote.dataframe.v3+json":{"column_count":14,"row_count":100,"columns":[{"name":"#","dtype":"int64","stats":{"unique_count":100,"nan_count":0,"min":"1","max":"100","histogram":[{"bin_start":1,"bin_end":10.9,"count":10},{"bin_start":10.9,"bin_end":20.8,"count":10},{"bin_start":20.8,"bin_end":30.700000000000003,"count":10},{"bin_start":30.700000000000003,"bin_end":40.6,"count":10},{"bin_start":40.6,"bin_end":50.5,"count":10},{"bin_start":50.5,"bin_end":60.400000000000006,"count":10},{"bin_start":60.400000000000006,"bin_end":70.3,"count":10},{"bin_start":70.3,"bin_end":80.2,"count":10},{"bin_start":80.2,"bin_end":90.10000000000001,"count":10},{"bin_start":90.10000000000001,"bin_end":100,"count":10}]}},{"name":"↑↓","dtype":"object","stats":{"unique_count":15,"nan_count":30,"categories":[{"name":"↓1","count":19},{"name":"14 others","count":51},{"name":"Missing","count":30}]}},{"name":"Name","dtype":"object","stats":{"unique_count":100,"nan_count":0,"categories":[{"name":"Carlsen, Magnus","count":1},{"name":"Caruana, Fabiano","count":1},{"name":"98 others","count":98}]}},{"name":"Unnamed: 3","dtype":"object","stats":{"unique_count":29,"nan_count":0,"categories":[{"name":"United States of America","count":12},{"name":"FIDE (Not a National Fed.)","count":12},{"name":"27 others","count":76}]}},{"name":"Classic","dtype":"float64","stats":{"unique_count":84,"nan_count":0,"min":"2637.9","max":"2830.0","histogram":[{"bin_start":2637.9,"bin_end":2657.11,"count":20},{"bin_start":2657.11,"bin_end":2676.32,"count":28},{"bin_start":2676.32,"bin_end":2695.53,"count":11},{"bin_start":2695.53,"bin_end":2714.7400000000002,"count":12},{"bin_start":2714.7400000000002,"bin_end":2733.95,"count":11},{"bin_start":2733.95,"bin_end":2753.16,"count":9},{"bin_start":2753.16,"bin_end":2772.37,"count":6},{"bin_start":2772.37,"bin_end":2791.58,"count":1},{"bin_start":2791.58,"bin_end":2810.79,"count":1},{"bin_start":2810.79,"bin_end":2830,"count":1}]}},{"name":"+/−","dtype":"object","stats":{"unique_count":31,"nan_count":0,"categories":[{"name":"0.0","count":67},{"name":"+6.5","count":2},{"name":"29 others","count":31}]}},{"name":"Unnamed: 6","dtype":"float64","stats":{"unique_count":0,"nan_count":100,"min":null,"max":null,"histogram":[{"bin_start":0,"bin_end":0.1,"count":0},{"bin_start":0.1,"bin_end":0.2,"count":0},{"bin_start":0.2,"bin_end":0.30000000000000004,"count":0},{"bin_start":0.30000000000000004,"bin_end":0.4,"count":0},{"bin_start":0.4,"bin_end":0.5,"count":0},{"bin_start":0.5,"bin_end":0.6000000000000001,"count":0},{"bin_start":0.6000000000000001,"bin_end":0.7000000000000001,"count":0},{"bin_start":0.7000000000000001,"bin_end":0.8,"count":0},{"bin_start":0.8,"bin_end":0.9,"count":0},{"bin_start":0.9,"bin_end":1,"count":0}]}},{"name":"Rapid","dtype":"object","stats":{"unique_count":82,"nan_count":0,"categories":[{"name":"2618.0","count":3},{"name":"2598.0","count":3},{"name":"80 others","count":94}]}},{"name":"Unnamed: 8","dtype":"float64","stats":{"unique_count":0,"nan_count":100,"min":null,"max":null,"histogram":[{"bin_start":0,"bin_end":0.1,"count":0},{"bin_start":0.1,"bin_end":0.2,"count":0},{"bin_start":0.2,"bin_end":0.30000000000000004,"count":0},{"bin_start":0.30000000000000004,"bin_end":0.4,"count":0},{"bin_start":0.4,"bin_end":0.5,"count":0},{"bin_start":0.5,"bin_end":0.6000000000000001,"count":0},{"bin_start":0.6000000000000001,"bin_end":0.7000000000000001,"count":0},{"bin_start":0.7000000000000001,"bin_end":0.8,"count":0},{"bin_start":0.8,"bin_end":0.9,"count":0},{"bin_start":0.9,"bin_end":1,"count":0}]}},{"name":"Blitz","dtype":"object","stats":{"unique_count":88,"nan_count":0,"categories":[{"name":"2599.0","count":3},{"name":"2645.0","count":2},{"name":"86 others","count":95}]}},{"name":"Unnamed: 10","dtype":"float64","stats":{"unique_count":0,"nan_count":100,"min":null,"max":null,"histogram":[{"bin_start":0,"bin_end":0.1,"count":0},{"bin_start":0.1,"bin_end":0.2,"count":0},{"bin_start":0.2,"bin_end":0.30000000000000004,"count":0},{"bin_start":0.30000000000000004,"bin_end":0.4,"count":0},{"bin_start":0.4,"bin_end":0.5,"count":0},{"bin_start":0.5,"bin_end":0.6000000000000001,"count":0},{"bin_start":0.6000000000000001,"bin_end":0.7000000000000001,"count":0},{"bin_start":0.7000000000000001,"bin_end":0.8,"count":0},{"bin_start":0.8,"bin_end":0.9,"count":0},{"bin_start":0.9,"bin_end":1,"count":0}]}},{"name":"Unnamed: 11","dtype":"float64","stats":{"unique_count":0,"nan_count":100,"min":null,"max":null,"histogram":[{"bin_start":0,"bin_end":0.1,"count":0},{"bin_start":0.1,"bin_end":0.2,"count":0},{"bin_start":0.2,"bin_end":0.30000000000000004,"count":0},{"bin_start":0.30000000000000004,"bin_end":0.4,"count":0},{"bin_start":0.4,"bin_end":0.5,"count":0},{"bin_start":0.5,"bin_end":0.6000000000000001,"count":0},{"bin_start":0.6000000000000001,"bin_end":0.7000000000000001,"count":0},{"bin_start":0.7000000000000001,"bin_end":0.8,"count":0},{"bin_start":0.8,"bin_end":0.9,"count":0},{"bin_start":0.9,"bin_end":1,"count":0}]}},{"name":"Age","dtype":"int64","stats":{"unique_count":34,"nan_count":0,"min":"17","max":"55","histogram":[{"bin_start":17,"bin_end":20.8,"count":11},{"bin_start":20.8,"bin_end":24.6,"count":13},{"bin_start":24.6,"bin_end":28.4,"count":11},{"bin_start":28.4,"bin_end":32.2,"count":17},{"bin_start":32.2,"bin_end":36,"count":11},{"bin_start":36,"bin_end":39.8,"count":18},{"bin_start":39.8,"bin_end":43.599999999999994,"count":10},{"bin_start":43.599999999999994,"bin_end":47.4,"count":4},{"bin_start":47.4,"bin_end":51.199999999999996,"count":2},{"bin_start":51.199999999999996,"bin_end":55,"count":3}]}},{"name":"Unnamed: 13","dtype":"float64","stats":{"unique_count":0,"nan_count":100,"min":null,"max":null,"histogram":[{"bin_start":0,"bin_end":0.1,"count":0},{"bin_start":0.1,"bin_end":0.2,"count":0},{"bin_start":0.2,"bin_end":0.30000000000000004,"count":0},{"bin_start":0.30000000000000004,"bin_end":0.4,"count":0},{"bin_start":0.4,"bin_end":0.5,"count":0},{"bin_start":0.5,"bin_end":0.6000000000000001,"count":0},{"bin_start":0.6000000000000001,"bin_end":0.7000000000000001,"count":0},{"bin_start":0.7000000000000001,"bin_end":0.8,"count":0},{"bin_start":0.8,"bin_end":0.9,"count":0},{"bin_start":0.9,"bin_end":1,"count":0}]}},{"name":"_deepnote_index_column","dtype":"int64"}],"rows":[{"#":1,"↑↓":"nan","Name":"Carlsen, Magnus","Unnamed: 3":"Norway","Classic":2830,"+/−":"0.0","Unnamed: 6":"nan","Rapid":"2823.0","Unnamed: 8":"nan","Blitz":"2886.0","Unnamed: 10":"nan","Unnamed: 11":"nan","Age":33,"Unnamed: 13":"nan","_deepnote_index_column":0},{"#":2,"↑↓":"nan","Name":"Caruana, Fabiano","Unnamed: 3":"United States of America","Classic":2804,"+/−":"0.0","Unnamed: 6":"nan","Rapid":"2729.0","Unnamed: 8":"nan","Blitz":"2790.0","Unnamed: 10":"nan","Unnamed: 11":"nan","Age":31,"Unnamed: 13":"nan","_deepnote_index_column":1},{"#":3,"↑↓":"nan","Name":"Nakamura, Hikaru","Unnamed: 3":"United States of America","Classic":2788,"+/−":"0.0","Unnamed: 6":"nan","Rapid":"2746.0","Unnamed: 8":"nan","Blitz":"2874.0","Unnamed: 10":"nan","Unnamed: 11":"nan","Age":36,"Unnamed: 13":"nan","_deepnote_index_column":2},{"#":4,"↑↓":"nan","Name":"Ding, Liren","Unnamed: 3":"China","Classic":2762,"+/−":"0.0","Unnamed: 6":"nan","Rapid":"2818.0","Unnamed: 8":"nan","Blitz":"2787 i","Unnamed: 10":"nan","Unnamed: 11":"nan","Age":31,"Unnamed: 13":"nan","_deepnote_index_column":3},{"#":5,"↑↓":"nan","Name":"Giri, Anish","Unnamed: 3":"Netherlands","Classic":2762,"+/−":"0.0","Unnamed: 6":"nan","Rapid":"2687.0","Unnamed: 8":"nan","Blitz":"2715.0","Unnamed: 10":"nan","Unnamed: 11":"nan","Age":29,"Unnamed: 13":"nan","_deepnote_index_column":4},{"#":6,"↑↓":"nan","Name":"Firouzja, Alireza","Unnamed: 3":"France","Classic":2760,"+/−":"0.0","Unnamed: 6":"nan","Rapid":"2724.0","Unnamed: 8":"nan","Blitz":"2863.0","Unnamed: 10":"nan","Unnamed: 11":"nan","Age":20,"Unnamed: 13":"nan","_deepnote_index_column":5},{"#":7,"↑↓":"nan","Name":"Nepomniachtchi, Ian","Unnamed: 3":"FIDE (Not a National Fed.)","Classic":2758,"+/−":"0.0","Unnamed: 6":"nan","Rapid":"2754.0","Unnamed: 8":"nan","Blitz":"2800.0","Unnamed: 10":"nan","Unnamed: 11":"nan","Age":33,"Unnamed: 13":"nan","_deepnote_index_column":6},{"#":8,"↑↓":"nan","Name":"So, Wesley","Unnamed: 3":"United States of America","Classic":2757,"+/−":"0.0","Unnamed: 6":"nan","Rapid":"2742.0","Unnamed: 8":"nan","Blitz":"2767.0","Unnamed: 10":"nan","Unnamed: 11":"nan","Age":30,"Unnamed: 13":"nan","_deepnote_index_column":7},{"#":9,"↑↓":"nan","Name":"Wei, Yi","Unnamed: 3":"China","Classic":2755,"+/−":"0.0","Unnamed: 6":"nan","Rapid":"2743.0","Unnamed: 8":"nan","Blitz":"2684.0","Unnamed: 10":"nan","Unnamed: 11":"nan","Age":24,"Unnamed: 13":"nan","_deepnote_index_column":8},{"#":10,"↑↓":"nan","Name":"Dominguez Perez, Leinier","Unnamed: 3":"United States of America","Classic":2750.4,"+/−":"−1.6","Unnamed: 6":"nan","Rapid":"2706.0","Unnamed: 8":"nan","Blitz":"2645.0","Unnamed: 10":"nan","Unnamed: 11":"nan","Age":40,"Unnamed: 13":"nan","_deepnote_index_column":9}]},"text/plain":"      #   ↑↓                  Name                Unnamed: 3  Classic   +/−  \\\n0     1  NaN       Carlsen, Magnus                    Norway   2830.0   0.0   \n1     2  NaN      Caruana, Fabiano  United States of America   2804.0   0.0   \n2     3  NaN      Nakamura, Hikaru  United States of America   2788.0   0.0   \n3     4  NaN           Ding, Liren                     China   2762.0   0.0   \n4     5  NaN           Giri, Anish               Netherlands   2762.0   0.0   \n..  ...  ...                   ...                       ...      ...   ...   \n95   96  ↑13      Cheparinov, Ivan                  Bulgaria   2640.5  +6.5   \n96   97  NaN  Ter-Sahakyan, Samvel                   Armenia   2640.0   0.0   \n97   98  NaN      Melkumyan, Hrant                   Armenia   2640.0   0.0   \n98   99   ↑1           Brkic, Ante                   Croatia   2638.0   0.0   \n99  100   ↓4         Abasov, Nijat                Azerbaijan   2637.9  −3.1   \n\n    Unnamed: 6   Rapid  Unnamed: 8   Blitz  Unnamed: 10  Unnamed: 11  Age  \\\n0          NaN  2823.0         NaN  2886.0          NaN          NaN   33   \n1          NaN  2729.0         NaN  2790.0          NaN          NaN   31   \n2          NaN  2746.0         NaN  2874.0          NaN          NaN   36   \n3          NaN  2818.0         NaN  2787 i          NaN          NaN   31   \n4          NaN  2687.0         NaN  2715.0          NaN          NaN   29   \n..         ...     ...         ...     ...          ...          ...  ...   \n95         NaN  2638.0         NaN  2593.0          NaN          NaN   37   \n96         NaN  2542.0         NaN  2540.0          NaN          NaN   30   \n97         NaN  2686 i         NaN  2604 i          NaN          NaN   34   \n98         NaN  2539.0         NaN  2564.0          NaN          NaN   36   \n99         NaN  2566.0         NaN  2555.0          NaN          NaN   28   \n\n    Unnamed: 13  \n0           NaN  \n1           NaN  \n2           NaN  \n3           NaN  \n4           NaN  \n..          ...  \n95          NaN  \n96          NaN  \n97          NaN  \n98          NaN  \n99          NaN  \n\n[100 rows x 14 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>#</th>\n      <th>↑↓</th>\n      <th>Name</th>\n      <th>Unnamed: 3</th>\n      <th>Classic</th>\n      <th>+/−</th>\n      <th>Unnamed: 6</th>\n      <th>Rapid</th>\n      <th>Unnamed: 8</th>\n      <th>Blitz</th>\n      <th>Unnamed: 10</th>\n      <th>Unnamed: 11</th>\n      <th>Age</th>\n      <th>Unnamed: 13</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>NaN</td>\n      <td>Carlsen, Magnus</td>\n      <td>Norway</td>\n      <td>2830.0</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>2823.0</td>\n      <td>NaN</td>\n      <td>2886.0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>33</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>NaN</td>\n      <td>Caruana, Fabiano</td>\n      <td>United States of America</td>\n      <td>2804.0</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>2729.0</td>\n      <td>NaN</td>\n      <td>2790.0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>31</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>NaN</td>\n      <td>Nakamura, Hikaru</td>\n      <td>United States of America</td>\n      <td>2788.0</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>2746.0</td>\n      <td>NaN</td>\n      <td>2874.0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>36</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>NaN</td>\n      <td>Ding, Liren</td>\n      <td>China</td>\n      <td>2762.0</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>2818.0</td>\n      <td>NaN</td>\n      <td>2787 i</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>31</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>NaN</td>\n      <td>Giri, Anish</td>\n      <td>Netherlands</td>\n      <td>2762.0</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>2687.0</td>\n      <td>NaN</td>\n      <td>2715.0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>29</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>95</th>\n      <td>96</td>\n      <td>↑13</td>\n      <td>Cheparinov, Ivan</td>\n      <td>Bulgaria</td>\n      <td>2640.5</td>\n      <td>+6.5</td>\n      <td>NaN</td>\n      <td>2638.0</td>\n      <td>NaN</td>\n      <td>2593.0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>37</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>96</th>\n      <td>97</td>\n      <td>NaN</td>\n      <td>Ter-Sahakyan, Samvel</td>\n      <td>Armenia</td>\n      <td>2640.0</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>2542.0</td>\n      <td>NaN</td>\n      <td>2540.0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>30</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>97</th>\n      <td>98</td>\n      <td>NaN</td>\n      <td>Melkumyan, Hrant</td>\n      <td>Armenia</td>\n      <td>2640.0</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>2686 i</td>\n      <td>NaN</td>\n      <td>2604 i</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>34</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>98</th>\n      <td>99</td>\n      <td>↑1</td>\n      <td>Brkic, Ante</td>\n      <td>Croatia</td>\n      <td>2638.0</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>2539.0</td>\n      <td>NaN</td>\n      <td>2564.0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>36</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>100</td>\n      <td>↓4</td>\n      <td>Abasov, Nijat</td>\n      <td>Azerbaijan</td>\n      <td>2637.9</td>\n      <td>−3.1</td>\n      <td>NaN</td>\n      <td>2566.0</td>\n      <td>NaN</td>\n      <td>2555.0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>28</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n<p>100 rows × 14 columns</p>\n</div>"},"metadata":{}}],"outputs_reference":"s3:deepnote-cell-outputs-production/7d13e9e1-9597-45a9-a156-c5bcdc73c205"},{"cell_type":"code","metadata":{"source_hash":"25d43fa0","execution_start":1708437823198,"execution_millis":44,"deepnote_to_be_reexecuted":false,"cell_id":"d39470109db044d98cc6f7097bbc1ce5","deepnote_cell_type":"code"},"source":"df.columns","block_group":"0245047bde2645c194fda2d153ce54f0","execution_count":36,"outputs":[{"output_type":"execute_result","execution_count":36,"data":{"text/plain":"Index(['#', '↑↓', 'Name', 'Unnamed: 3', 'Classic', '+/−', 'Unnamed: 6',\n       'Rapid', 'Unnamed: 8', 'Blitz', 'Unnamed: 10', 'Unnamed: 11', 'Age',\n       'Unnamed: 13'],\n      dtype='object')"},"metadata":{}}],"outputs_reference":"dbtable:cell_outputs/86632ec9-93c2-4bda-9b36-f2f18071afcc"},{"cell_type":"code","metadata":{"source_hash":"de1e323c","execution_start":1708437835986,"execution_millis":59,"deepnote_to_be_reexecuted":false,"cell_id":"95ed5b1c740b48679619d6bd941860f9","deepnote_cell_type":"code"},"source":"df.info()","block_group":"2ba26452a6c44dd59a2ea4a40dc7f188","execution_count":37,"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 100 entries, 0 to 99\nData columns (total 14 columns):\n #   Column       Non-Null Count  Dtype  \n---  ------       --------------  -----  \n 0   #            100 non-null    int64  \n 1   ↑↓           70 non-null     object \n 2   Name         100 non-null    object \n 3   Unnamed: 3   100 non-null    object \n 4   Classic      100 non-null    float64\n 5   +/−          100 non-null    object \n 6   Unnamed: 6   0 non-null      float64\n 7   Rapid        100 non-null    object \n 8   Unnamed: 8   0 non-null      float64\n 9   Blitz        100 non-null    object \n 10  Unnamed: 10  0 non-null      float64\n 11  Unnamed: 11  0 non-null      float64\n 12  Age          100 non-null    int64  \n 13  Unnamed: 13  0 non-null      float64\ndtypes: float64(6), int64(2), object(6)\nmemory usage: 11.1+ KB\n","output_type":"stream"}],"outputs_reference":"dbtable:cell_outputs/dd34c523-84fc-45c8-b768-423885a3d311"},{"cell_type":"code","metadata":{"source_hash":"7f2c659c","execution_start":1708437992516,"execution_millis":583,"deepnote_to_be_reexecuted":false,"cell_id":"d2619b194c194051b6f47a14250b2dc2","deepnote_cell_type":"code"},"source":"import matplotlib.pyplot as plt\nimport seaborn as sns\n%matplotlib inline\n\nfig, ax = plt.subplots(figsize=(20,12))\nsns_heatmap = sns.heatmap(df.isnull(), yticklabels=False, cbar=False, cmap='viridis')\nplt.show()","block_group":"3f29fd6f4fbc43f29e2346026746b1b4","execution_count":43,"outputs":[{"data":{"text/plain":"<Figure size 2000x1200 with 1 Axes>","image/png":"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\n"},"metadata":{"image/png":{"width":1570,"height":967}},"output_type":"display_data"}],"outputs_reference":"s3:deepnote-cell-outputs-production/80d4c866-b155-4aa0-90ea-8a37459c819c"},{"cell_type":"code","metadata":{"source_hash":"214c94bf","execution_start":1708438184585,"execution_millis":196,"deepnote_to_be_reexecuted":false,"cell_id":"29fd7170be63495ab24f7fbc70f9ec45","deepnote_cell_type":"code"},"source":"df = df[['Classic', 'Rapid','Blitz','Age']]","block_group":"645a988d20ec4a1192a13b73867ad07a","execution_count":60,"outputs":[],"outputs_reference":null},{"cell_type":"code","metadata":{"source_hash":"f804c160","execution_start":1708438187045,"execution_millis":193,"deepnote_table_state":{"sortBy":[],"filters":[],"pageSize":10,"pageIndex":0},"deepnote_table_loading":false,"deepnote_to_be_reexecuted":false,"cell_id":"5a09f9e89ecf48d9baff13acaf8c65c5","deepnote_cell_type":"code"},"source":"df","block_group":"54b30f1ba82249268845f677133f37c7","execution_count":61,"outputs":[{"output_type":"execute_result","execution_count":63,"data":{"application/vnd.deepnote.dataframe.v3+json":{"column_count":4,"row_count":100,"columns":[{"name":"Classic","dtype":"float64","stats":{"unique_count":84,"nan_count":0,"min":"2637.9","max":"2830.0","histogram":[{"bin_start":2637.9,"bin_end":2657.11,"count":20},{"bin_start":2657.11,"bin_end":2676.32,"count":28},{"bin_start":2676.32,"bin_end":2695.53,"count":11},{"bin_start":2695.53,"bin_end":2714.7400000000002,"count":12},{"bin_start":2714.7400000000002,"bin_end":2733.95,"count":11},{"bin_start":2733.95,"bin_end":2753.16,"count":9},{"bin_start":2753.16,"bin_end":2772.37,"count":6},{"bin_start":2772.37,"bin_end":2791.58,"count":1},{"bin_start":2791.58,"bin_end":2810.79,"count":1},{"bin_start":2810.79,"bin_end":2830,"count":1}]}},{"name":"Rapid","dtype":"object","stats":{"unique_count":82,"nan_count":0,"categories":[{"name":"2618.0","count":3},{"name":"2598.0","count":3},{"name":"80 others","count":94}]}},{"name":"Blitz","dtype":"object","stats":{"unique_count":88,"nan_count":0,"categories":[{"name":"2599.0","count":3},{"name":"2645.0","count":2},{"name":"86 others","count":95}]}},{"name":"Age","dtype":"int64","stats":{"unique_count":34,"nan_count":0,"min":"17","max":"55","histogram":[{"bin_start":17,"bin_end":20.8,"count":11},{"bin_start":20.8,"bin_end":24.6,"count":13},{"bin_start":24.6,"bin_end":28.4,"count":11},{"bin_start":28.4,"bin_end":32.2,"count":17},{"bin_start":32.2,"bin_end":36,"count":11},{"bin_start":36,"bin_end":39.8,"count":18},{"bin_start":39.8,"bin_end":43.599999999999994,"count":10},{"bin_start":43.599999999999994,"bin_end":47.4,"count":4},{"bin_start":47.4,"bin_end":51.199999999999996,"count":2},{"bin_start":51.199999999999996,"bin_end":55,"count":3}]}},{"name":"_deepnote_index_column","dtype":"int64"}],"rows":[{"Classic":2830,"Rapid":"2823.0","Blitz":"2886.0","Age":33,"_deepnote_index_column":0},{"Classic":2804,"Rapid":"2729.0","Blitz":"2790.0","Age":31,"_deepnote_index_column":1},{"Classic":2788,"Rapid":"2746.0","Blitz":"2874.0","Age":36,"_deepnote_index_column":2},{"Classic":2762,"Rapid":"2818.0","Blitz":"2787 i","Age":31,"_deepnote_index_column":3},{"Classic":2762,"Rapid":"2687.0","Blitz":"2715.0","Age":29,"_deepnote_index_column":4},{"Classic":2760,"Rapid":"2724.0","Blitz":"2863.0","Age":20,"_deepnote_index_column":5},{"Classic":2758,"Rapid":"2754.0","Blitz":"2800.0","Age":33,"_deepnote_index_column":6},{"Classic":2757,"Rapid":"2742.0","Blitz":"2767.0","Age":30,"_deepnote_index_column":7},{"Classic":2755,"Rapid":"2743.0","Blitz":"2684.0","Age":24,"_deepnote_index_column":8},{"Classic":2750.4,"Rapid":"2706.0","Blitz":"2645.0","Age":40,"_deepnote_index_column":9}]},"text/plain":"    Classic   Rapid   Blitz  Age\n0    2830.0  2823.0  2886.0   33\n1    2804.0  2729.0  2790.0   31\n2    2788.0  2746.0  2874.0   36\n3    2762.0  2818.0  2787 i   31\n4    2762.0  2687.0  2715.0   29\n..      ...     ...     ...  ...\n95   2640.5  2638.0  2593.0   37\n96   2640.0  2542.0  2540.0   30\n97   2640.0  2686 i  2604 i   34\n98   2638.0  2539.0  2564.0   36\n99   2637.9  2566.0  2555.0   28\n\n[100 rows x 4 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Classic</th>\n      <th>Rapid</th>\n      <th>Blitz</th>\n      <th>Age</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2830.0</td>\n      <td>2823.0</td>\n      <td>2886.0</td>\n      <td>33</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2804.0</td>\n      <td>2729.0</td>\n      <td>2790.0</td>\n      <td>31</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2788.0</td>\n      <td>2746.0</td>\n      <td>2874.0</td>\n      <td>36</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2762.0</td>\n      <td>2818.0</td>\n      <td>2787 i</td>\n      <td>31</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2762.0</td>\n      <td>2687.0</td>\n      <td>2715.0</td>\n      <td>29</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>95</th>\n      <td>2640.5</td>\n      <td>2638.0</td>\n      <td>2593.0</td>\n      <td>37</td>\n    </tr>\n    <tr>\n      <th>96</th>\n      <td>2640.0</td>\n      <td>2542.0</td>\n      <td>2540.0</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>97</th>\n      <td>2640.0</td>\n      <td>2686 i</td>\n      <td>2604 i</td>\n      <td>34</td>\n    </tr>\n    <tr>\n      <th>98</th>\n      <td>2638.0</td>\n      <td>2539.0</td>\n      <td>2564.0</td>\n      <td>36</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>2637.9</td>\n      <td>2566.0</td>\n      <td>2555.0</td>\n      <td>28</td>\n    </tr>\n  </tbody>\n</table>\n<p>100 rows × 4 columns</p>\n</div>"},"metadata":{}}],"outputs_reference":"s3:deepnote-cell-outputs-production/2f374f67-8a25-4c31-b2e4-09f020b582df"},{"cell_type":"code","metadata":{"source_hash":"ae35f1d","execution_start":1708438577458,"execution_millis":101,"deepnote_to_be_reexecuted":false,"cell_id":"4e544bebf914499ab216a8bb84951b23","deepnote_cell_type":"code"},"source":"","block_group":"33c3b5446bd0441f8a8ffd5b0764e6e0","execution_count":82,"outputs":[{"output_type":"execute_result","execution_count":82,"data":{"text/plain":"0     2823.0\n1     2729.0\n2     2746.0\n3     2818.0\n4     2687.0\n       ...  \n95    2638.0\n96    2542.0\n97    2686 i\n98    2539.0\n99    2566.0\nName: Rapid, Length: 100, dtype: object"},"metadata":{}}],"outputs_reference":"dbtable:cell_outputs/8534a86e-6556-41ba-ae01-4c686da7018f"},{"cell_type":"code","metadata":{"source_hash":"56332a86","execution_start":1708438610176,"execution_millis":275,"deepnote_to_be_reexecuted":false,"cell_id":"88a2578bd070475daba4bffa8ebc3f06","deepnote_cell_type":"code"},"source":"df = df[['Age', 'Classic', 'Rapid', 'Blitz']]","block_group":"ff025e44b5504e41a1e8b5a82ce77fc9","execution_count":86,"outputs":[],"outputs_reference":null},{"cell_type":"code","metadata":{"source_hash":"20c8bdf","execution_start":1708438611280,"execution_millis":216,"deepnote_to_be_reexecuted":false,"cell_id":"ed3065baf7d34a7ea015be291217227f","deepnote_cell_type":"code"},"source":"df = df.applymap(lambda x: float(str(x).replace('i', '')) if isinstance(x, str) else x)","block_group":"d321eef989b04f7596e0832cce1f0ef8","execution_count":87,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_987/2936290455.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n  df = df.applymap(lambda x: float(str(x).replace('i', '')) if isinstance(x, str) else x)\n","output_type":"stream"}],"outputs_reference":"dbtable:cell_outputs/aee9fe6b-f7d7-4050-83b4-4c577046b3c1"},{"cell_type":"code","metadata":{"source_hash":"f804c160","execution_start":1708438623141,"execution_millis":125,"deepnote_to_be_reexecuted":false,"cell_id":"f2dc5df12d664bb3abb3034e0ec060e0","deepnote_cell_type":"code"},"source":"df","block_group":"b00bff9795a340d7aca413de000d2234","execution_count":88,"outputs":[{"output_type":"execute_result","execution_count":88,"data":{"application/vnd.deepnote.dataframe.v3+json":{"column_count":4,"row_count":100,"columns":[{"name":"Age","dtype":"int64","stats":{"unique_count":34,"nan_count":0,"min":"17","max":"55","histogram":[{"bin_start":17,"bin_end":20.8,"count":11},{"bin_start":20.8,"bin_end":24.6,"count":13},{"bin_start":24.6,"bin_end":28.4,"count":11},{"bin_start":28.4,"bin_end":32.2,"count":17},{"bin_start":32.2,"bin_end":36,"count":11},{"bin_start":36,"bin_end":39.8,"count":18},{"bin_start":39.8,"bin_end":43.599999999999994,"count":10},{"bin_start":43.599999999999994,"bin_end":47.4,"count":4},{"bin_start":47.4,"bin_end":51.199999999999996,"count":2},{"bin_start":51.199999999999996,"bin_end":55,"count":3}]}},{"name":"Classic","dtype":"float64","stats":{"unique_count":84,"nan_count":0,"min":"2637.9","max":"2830.0","histogram":[{"bin_start":2637.9,"bin_end":2657.11,"count":20},{"bin_start":2657.11,"bin_end":2676.32,"count":28},{"bin_start":2676.32,"bin_end":2695.53,"count":11},{"bin_start":2695.53,"bin_end":2714.7400000000002,"count":12},{"bin_start":2714.7400000000002,"bin_end":2733.95,"count":11},{"bin_start":2733.95,"bin_end":2753.16,"count":9},{"bin_start":2753.16,"bin_end":2772.37,"count":6},{"bin_start":2772.37,"bin_end":2791.58,"count":1},{"bin_start":2791.58,"bin_end":2810.79,"count":1},{"bin_start":2810.79,"bin_end":2830,"count":1}]}},{"name":"Rapid","dtype":"float64","stats":{"unique_count":81,"nan_count":0,"min":"2519.0","max":"2823.0","histogram":[{"bin_start":2519,"bin_end":2549.4,"count":8},{"bin_start":2549.4,"bin_end":2579.8,"count":8},{"bin_start":2579.8,"bin_end":2610.2,"count":10},{"bin_start":2610.2,"bin_end":2640.6,"count":25},{"bin_start":2640.6,"bin_end":2671,"count":14},{"bin_start":2671,"bin_end":2701.4,"count":9},{"bin_start":2701.4,"bin_end":2731.8,"count":13},{"bin_start":2731.8,"bin_end":2762.2,"count":11},{"bin_start":2762.2,"bin_end":2792.6,"count":0},{"bin_start":2792.6,"bin_end":2823,"count":2}]}},{"name":"Blitz","dtype":"float64","stats":{"unique_count":85,"nan_count":0,"min":"2497.0","max":"2886.0","histogram":[{"bin_start":2497,"bin_end":2535.9,"count":5},{"bin_start":2535.9,"bin_end":2574.8,"count":9},{"bin_start":2574.8,"bin_end":2613.7,"count":24},{"bin_start":2613.7,"bin_end":2652.6,"count":17},{"bin_start":2652.6,"bin_end":2691.5,"count":17},{"bin_start":2691.5,"bin_end":2730.4,"count":11},{"bin_start":2730.4,"bin_end":2769.3,"count":9},{"bin_start":2769.3,"bin_end":2808.2,"count":5},{"bin_start":2808.2,"bin_end":2847.1,"count":0},{"bin_start":2847.1,"bin_end":2886,"count":3}]}},{"name":"_deepnote_index_column","dtype":"int64"}],"rows":[{"Age":33,"Classic":2830,"Rapid":2823,"Blitz":2886,"_deepnote_index_column":0},{"Age":31,"Classic":2804,"Rapid":2729,"Blitz":2790,"_deepnote_index_column":1},{"Age":36,"Classic":2788,"Rapid":2746,"Blitz":2874,"_deepnote_index_column":2},{"Age":31,"Classic":2762,"Rapid":2818,"Blitz":2787,"_deepnote_index_column":3},{"Age":29,"Classic":2762,"Rapid":2687,"Blitz":2715,"_deepnote_index_column":4},{"Age":20,"Classic":2760,"Rapid":2724,"Blitz":2863,"_deepnote_index_column":5},{"Age":33,"Classic":2758,"Rapid":2754,"Blitz":2800,"_deepnote_index_column":6},{"Age":30,"Classic":2757,"Rapid":2742,"Blitz":2767,"_deepnote_index_column":7},{"Age":24,"Classic":2755,"Rapid":2743,"Blitz":2684,"_deepnote_index_column":8},{"Age":40,"Classic":2750.4,"Rapid":2706,"Blitz":2645,"_deepnote_index_column":9}]},"text/plain":"    Age  Classic   Rapid   Blitz\n0    33   2830.0  2823.0  2886.0\n1    31   2804.0  2729.0  2790.0\n2    36   2788.0  2746.0  2874.0\n3    31   2762.0  2818.0  2787.0\n4    29   2762.0  2687.0  2715.0\n..  ...      ...     ...     ...\n95   37   2640.5  2638.0  2593.0\n96   30   2640.0  2542.0  2540.0\n97   34   2640.0  2686.0  2604.0\n98   36   2638.0  2539.0  2564.0\n99   28   2637.9  2566.0  2555.0\n\n[100 rows x 4 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Age</th>\n      <th>Classic</th>\n      <th>Rapid</th>\n      <th>Blitz</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>33</td>\n      <td>2830.0</td>\n      <td>2823.0</td>\n      <td>2886.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>31</td>\n      <td>2804.0</td>\n      <td>2729.0</td>\n      <td>2790.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>36</td>\n      <td>2788.0</td>\n      <td>2746.0</td>\n      <td>2874.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>31</td>\n      <td>2762.0</td>\n      <td>2818.0</td>\n      <td>2787.0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>29</td>\n      <td>2762.0</td>\n      <td>2687.0</td>\n      <td>2715.0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>95</th>\n      <td>37</td>\n      <td>2640.5</td>\n      <td>2638.0</td>\n      <td>2593.0</td>\n    </tr>\n    <tr>\n      <th>96</th>\n      <td>30</td>\n      <td>2640.0</td>\n      <td>2542.0</td>\n      <td>2540.0</td>\n    </tr>\n    <tr>\n      <th>97</th>\n      <td>34</td>\n      <td>2640.0</td>\n      <td>2686.0</td>\n      <td>2604.0</td>\n    </tr>\n    <tr>\n      <th>98</th>\n      <td>36</td>\n      <td>2638.0</td>\n      <td>2539.0</td>\n      <td>2564.0</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>28</td>\n      <td>2637.9</td>\n      <td>2566.0</td>\n      <td>2555.0</td>\n    </tr>\n  </tbody>\n</table>\n<p>100 rows × 4 columns</p>\n</div>"},"metadata":{}}],"outputs_reference":"s3:deepnote-cell-outputs-production/2cb9872c-a04b-4f43-be44-14bef66dfc98"},{"cell_type":"code","metadata":{"source_hash":"f88152d9","execution_start":1708438712909,"execution_millis":45,"deepnote_to_be_reexecuted":false,"cell_id":"b783693f8cdb4452a783ab2dc2f80f6b","deepnote_cell_type":"code"},"source":"df.describe()","block_group":"06d64ee959f14661867db8561725f751","execution_count":92,"outputs":[{"output_type":"execute_result","execution_count":92,"data":{"application/vnd.deepnote.dataframe.v3+json":{"column_count":4,"row_count":8,"columns":[{"name":"Age","dtype":"float64","stats":{"unique_count":8,"nan_count":0,"min":"8.679454435212461","max":"100.0","histogram":[{"bin_start":8.679454435212461,"bin_end":17.811508991691213,"count":2},{"bin_start":17.811508991691213,"bin_end":26.94356354816997,"count":1},{"bin_start":26.94356354816997,"bin_end":36.07561810464872,"count":2},{"bin_start":36.07561810464872,"bin_end":45.207672661127475,"count":1},{"bin_start":45.207672661127475,"bin_end":54.339727217606224,"count":0},{"bin_start":54.339727217606224,"bin_end":63.47178177408498,"count":1},{"bin_start":63.47178177408498,"bin_end":72.60383633056374,"count":0},{"bin_start":72.60383633056374,"bin_end":81.73589088704249,"count":0},{"bin_start":81.73589088704249,"bin_end":90.86794544352124,"count":0},{"bin_start":90.86794544352124,"bin_end":100,"count":1}]}},{"name":"Classic","dtype":"float64","stats":{"unique_count":8,"nan_count":0,"min":"41.476038403108866","max":"2830.0","histogram":[{"bin_start":41.476038403108866,"bin_end":320.328434562798,"count":2},{"bin_start":320.328434562798,"bin_end":599.1808307224871,"count":0},{"bin_start":599.1808307224871,"bin_end":878.0332268821763,"count":0},{"bin_start":878.0332268821763,"bin_end":1156.8856230418653,"count":0},{"bin_start":1156.8856230418653,"bin_end":1435.7380192015544,"count":0},{"bin_start":1435.7380192015544,"bin_end":1714.5904153612437,"count":0},{"bin_start":1714.5904153612437,"bin_end":1993.4428115209328,"count":0},{"bin_start":1993.4428115209328,"bin_end":2272.295207680622,"count":0},{"bin_start":2272.295207680622,"bin_end":2551.147603840311,"count":0},{"bin_start":2551.147603840311,"bin_end":2830,"count":6}]}},{"name":"Rapid","dtype":"float64","stats":{"unique_count":8,"nan_count":0,"min":"66.12299146287923","max":"2823.0","histogram":[{"bin_start":66.12299146287923,"bin_end":341.81069231659126,"count":2},{"bin_start":341.81069231659126,"bin_end":617.4983931703033,"count":0},{"bin_start":617.4983931703033,"bin_end":893.1860940240153,"count":0},{"bin_start":893.1860940240153,"bin_end":1168.8737948777275,"count":0},{"bin_start":1168.8737948777275,"bin_end":1444.5614957314397,"count":0},{"bin_start":1444.5614957314397,"bin_end":1720.2491965851516,"count":0},{"bin_start":1720.2491965851516,"bin_end":1995.9368974388635,"count":0},{"bin_start":1995.9368974388635,"bin_end":2271.6245982925757,"count":0},{"bin_start":2271.6245982925757,"bin_end":2547.312299146288,"count":1},{"bin_start":2547.312299146288,"bin_end":2823,"count":5}]}},{"name":"Blitz","dtype":"float64","stats":{"unique_count":8,"nan_count":0,"min":"80.46134337542331","max":"2886.0","histogram":[{"bin_start":80.46134337542331,"bin_end":361.015209037881,"count":2},{"bin_start":361.015209037881,"bin_end":641.5690747003387,"count":0},{"bin_start":641.5690747003387,"bin_end":922.1229403627964,"count":0},{"bin_start":922.1229403627964,"bin_end":1202.6768060252539,"count":0},{"bin_start":1202.6768060252539,"bin_end":1483.2306716877115,"count":0},{"bin_start":1483.2306716877115,"bin_end":1763.7845373501693,"count":0},{"bin_start":1763.7845373501693,"bin_end":2044.338403012627,"count":0},{"bin_start":2044.338403012627,"bin_end":2324.892268675085,"count":0},{"bin_start":2324.892268675085,"bin_end":2605.4461343375424,"count":2},{"bin_start":2605.4461343375424,"bin_end":2886,"count":4}]}},{"name":"_deepnote_index_column","dtype":"object"}],"rows":[{"Age":100,"Classic":100,"Rapid":100,"Blitz":100,"_deepnote_index_column":"count"},{"Age":31.98,"Classic":2692.184,"Rapid":2649.05,"Blitz":2652.55,"_deepnote_index_column":"mean"},{"Age":8.679454435212461,"Classic":41.476038403108866,"Rapid":66.12299146287923,"Blitz":80.46134337542331,"_deepnote_index_column":"std"},{"Age":17,"Classic":2637.9,"Rapid":2519,"Blitz":2497,"_deepnote_index_column":"min"},{"Age":25,"Classic":2659.975,"Rapid":2609.5,"Blitz":2597.75,"_deepnote_index_column":"25%"},{"Age":32,"Classic":2680.7,"Rapid":2639.5,"Blitz":2645,"_deepnote_index_column":"50%"},{"Age":38,"Classic":2723.5,"Rapid":2704.5,"Blitz":2700.25,"_deepnote_index_column":"75%"},{"Age":55,"Classic":2830,"Rapid":2823,"Blitz":2886,"_deepnote_index_column":"max"}]},"text/plain":"              Age      Classic        Rapid        Blitz\ncount  100.000000   100.000000   100.000000   100.000000\nmean    31.980000  2692.184000  2649.050000  2652.550000\nstd      8.679454    41.476038    66.122991    80.461343\nmin     17.000000  2637.900000  2519.000000  2497.000000\n25%     25.000000  2659.975000  2609.500000  2597.750000\n50%     32.000000  2680.700000  2639.500000  2645.000000\n75%     38.000000  2723.500000  2704.500000  2700.250000\nmax     55.000000  2830.000000  2823.000000  2886.000000","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Age</th>\n      <th>Classic</th>\n      <th>Rapid</th>\n      <th>Blitz</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>100.000000</td>\n      <td>100.000000</td>\n      <td>100.000000</td>\n      <td>100.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>31.980000</td>\n      <td>2692.184000</td>\n      <td>2649.050000</td>\n      <td>2652.550000</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>8.679454</td>\n      <td>41.476038</td>\n      <td>66.122991</td>\n      <td>80.461343</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>17.000000</td>\n      <td>2637.900000</td>\n      <td>2519.000000</td>\n      <td>2497.000000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>25.000000</td>\n      <td>2659.975000</td>\n      <td>2609.500000</td>\n      <td>2597.750000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>32.000000</td>\n      <td>2680.700000</td>\n      <td>2639.500000</td>\n      <td>2645.000000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>38.000000</td>\n      <td>2723.500000</td>\n      <td>2704.500000</td>\n      <td>2700.250000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>55.000000</td>\n      <td>2830.000000</td>\n      <td>2823.000000</td>\n      <td>2886.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}],"outputs_reference":"s3:deepnote-cell-outputs-production/cba6725b-2d3c-4c58-a60f-844a8201d007"},{"cell_type":"code","metadata":{"source_hash":"b4535ba7","execution_start":1708438638356,"execution_millis":44,"deepnote_to_be_reexecuted":false,"cell_id":"3f7bb559932a4f56b5a7efdeb6ace790","deepnote_cell_type":"code"},"source":"X, y = df.drop('Blitz', axis=1), df.Blitz","block_group":"68258880623b4d3ba0075b3534dfd06f","execution_count":89,"outputs":[],"outputs_reference":null},{"cell_type":"code","metadata":{"source_hash":"b2696ff6","execution_start":1708438665624,"execution_millis":33,"deepnote_to_be_reexecuted":false,"cell_id":"fbef223bf0d942c1a2fd6bbd00cdb87d","deepnote_cell_type":"code"},"source":"X","block_group":"5dd28c4cb0fd4ecaab122747eb68cb5d","execution_count":91,"outputs":[{"output_type":"execute_result","execution_count":91,"data":{"application/vnd.deepnote.dataframe.v3+json":{"column_count":3,"row_count":100,"columns":[{"name":"Age","dtype":"int64","stats":{"unique_count":34,"nan_count":0,"min":"17","max":"55","histogram":[{"bin_start":17,"bin_end":20.8,"count":11},{"bin_start":20.8,"bin_end":24.6,"count":13},{"bin_start":24.6,"bin_end":28.4,"count":11},{"bin_start":28.4,"bin_end":32.2,"count":17},{"bin_start":32.2,"bin_end":36,"count":11},{"bin_start":36,"bin_end":39.8,"count":18},{"bin_start":39.8,"bin_end":43.599999999999994,"count":10},{"bin_start":43.599999999999994,"bin_end":47.4,"count":4},{"bin_start":47.4,"bin_end":51.199999999999996,"count":2},{"bin_start":51.199999999999996,"bin_end":55,"count":3}]}},{"name":"Classic","dtype":"float64","stats":{"unique_count":84,"nan_count":0,"min":"2637.9","max":"2830.0","histogram":[{"bin_start":2637.9,"bin_end":2657.11,"count":20},{"bin_start":2657.11,"bin_end":2676.32,"count":28},{"bin_start":2676.32,"bin_end":2695.53,"count":11},{"bin_start":2695.53,"bin_end":2714.7400000000002,"count":12},{"bin_start":2714.7400000000002,"bin_end":2733.95,"count":11},{"bin_start":2733.95,"bin_end":2753.16,"count":9},{"bin_start":2753.16,"bin_end":2772.37,"count":6},{"bin_start":2772.37,"bin_end":2791.58,"count":1},{"bin_start":2791.58,"bin_end":2810.79,"count":1},{"bin_start":2810.79,"bin_end":2830,"count":1}]}},{"name":"Rapid","dtype":"float64","stats":{"unique_count":81,"nan_count":0,"min":"2519.0","max":"2823.0","histogram":[{"bin_start":2519,"bin_end":2549.4,"count":8},{"bin_start":2549.4,"bin_end":2579.8,"count":8},{"bin_start":2579.8,"bin_end":2610.2,"count":10},{"bin_start":2610.2,"bin_end":2640.6,"count":25},{"bin_start":2640.6,"bin_end":2671,"count":14},{"bin_start":2671,"bin_end":2701.4,"count":9},{"bin_start":2701.4,"bin_end":2731.8,"count":13},{"bin_start":2731.8,"bin_end":2762.2,"count":11},{"bin_start":2762.2,"bin_end":2792.6,"count":0},{"bin_start":2792.6,"bin_end":2823,"count":2}]}},{"name":"_deepnote_index_column","dtype":"int64"}],"rows":[{"Age":33,"Classic":2830,"Rapid":2823,"_deepnote_index_column":0},{"Age":31,"Classic":2804,"Rapid":2729,"_deepnote_index_column":1},{"Age":36,"Classic":2788,"Rapid":2746,"_deepnote_index_column":2},{"Age":31,"Classic":2762,"Rapid":2818,"_deepnote_index_column":3},{"Age":29,"Classic":2762,"Rapid":2687,"_deepnote_index_column":4},{"Age":20,"Classic":2760,"Rapid":2724,"_deepnote_index_column":5},{"Age":33,"Classic":2758,"Rapid":2754,"_deepnote_index_column":6},{"Age":30,"Classic":2757,"Rapid":2742,"_deepnote_index_column":7},{"Age":24,"Classic":2755,"Rapid":2743,"_deepnote_index_column":8},{"Age":40,"Classic":2750.4,"Rapid":2706,"_deepnote_index_column":9}]},"text/plain":"    Age  Classic   Rapid\n0    33   2830.0  2823.0\n1    31   2804.0  2729.0\n2    36   2788.0  2746.0\n3    31   2762.0  2818.0\n4    29   2762.0  2687.0\n..  ...      ...     ...\n95   37   2640.5  2638.0\n96   30   2640.0  2542.0\n97   34   2640.0  2686.0\n98   36   2638.0  2539.0\n99   28   2637.9  2566.0\n\n[100 rows x 3 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Age</th>\n      <th>Classic</th>\n      <th>Rapid</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>33</td>\n      <td>2830.0</td>\n      <td>2823.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>31</td>\n      <td>2804.0</td>\n      <td>2729.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>36</td>\n      <td>2788.0</td>\n      <td>2746.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>31</td>\n      <td>2762.0</td>\n      <td>2818.0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>29</td>\n      <td>2762.0</td>\n      <td>2687.0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>95</th>\n      <td>37</td>\n      <td>2640.5</td>\n      <td>2638.0</td>\n    </tr>\n    <tr>\n      <th>96</th>\n      <td>30</td>\n      <td>2640.0</td>\n      <td>2542.0</td>\n    </tr>\n    <tr>\n      <th>97</th>\n      <td>34</td>\n      <td>2640.0</td>\n      <td>2686.0</td>\n    </tr>\n    <tr>\n      <th>98</th>\n      <td>36</td>\n      <td>2638.0</td>\n      <td>2539.0</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>28</td>\n      <td>2637.9</td>\n      <td>2566.0</td>\n    </tr>\n  </tbody>\n</table>\n<p>100 rows × 3 columns</p>\n</div>"},"metadata":{}}],"outputs_reference":"s3:deepnote-cell-outputs-production/bb606c0d-0a69-4fd6-8cb2-d9fe6eecfd91"},{"cell_type":"code","metadata":{"source_hash":"ce04b77e","execution_start":1708438748745,"execution_millis":62,"deepnote_to_be_reexecuted":false,"cell_id":"bd3c90ff6ce848df8f3b07c37c874ca0","deepnote_cell_type":"code"},"source":"y","block_group":"7ab3d92f8c934425b158c970ae6006b9","execution_count":93,"outputs":[{"output_type":"execute_result","execution_count":93,"data":{"text/plain":"0     2886.0\n1     2790.0\n2     2874.0\n3     2787.0\n4     2715.0\n       ...  \n95    2593.0\n96    2540.0\n97    2604.0\n98    2564.0\n99    2555.0\nName: Blitz, Length: 100, dtype: float64"},"metadata":{}}],"outputs_reference":"dbtable:cell_outputs/cdab3945-ef73-42b9-8527-d8f24278c11f"},{"cell_type":"markdown","metadata":{"formattedRanges":[],"cell_id":"3622dc6ed3444618af7a629e826bf84f","deepnote_cell_type":"text-cell-p"},"source":"","block_group":"3a12d6bfff6b44958e7187f31d8fcf98"},{"cell_type":"code","metadata":{"source_hash":"60bc6316","execution_start":1708439461159,"execution_millis":86,"deepnote_to_be_reexecuted":false,"cell_id":"7392efbb83824eec98c63e113f32f08a","deepnote_cell_type":"code"},"source":"from sklearn.model_selection import train_test_split\n\nX_train, X_test, y_train, y_test = train_test_split(\n    X, y, test_size=0.2, random_state=10\n)","block_group":"ae07f143f1804167bcdafc5e3fc9d3e3","execution_count":138,"outputs":[],"outputs_reference":null},{"cell_type":"code","metadata":{"source_hash":"ea8ff8d2","execution_start":1708439461910,"execution_millis":44,"deepnote_to_be_reexecuted":false,"cell_id":"2d8a1d32210b42b2bf09efa3b38b1a6a","deepnote_cell_type":"code"},"source":"from sklearn.tree import DecisionTreeRegressor","block_group":"fad1ec279b21402a81cb3c2a9af213f3","execution_count":139,"outputs":[],"outputs_reference":null},{"cell_type":"code","metadata":{"cell_id":"34e57e7fd5194e80ae6e1333021562f6","deepnote_cell_type":"code"},"source":"","block_group":"b4bd72156c4b448d9d841c0c18e8f2dd","execution_count":null,"outputs":[],"outputs_reference":null},{"cell_type":"code","metadata":{"source_hash":"7eb0b440","execution_start":1708439531658,"execution_millis":58,"deepnote_to_be_reexecuted":false,"cell_id":"0c80021ff4b7406bb7886aec082cb6c2","deepnote_cell_type":"code"},"source":"tree = DecisionTreeRegressor(max_depth=2)","block_group":"11a4508154294dcbb496e0255f415501","execution_count":159,"outputs":[],"outputs_reference":null},{"cell_type":"code","metadata":{"source_hash":"9ddb5c24","execution_start":1708439533895,"execution_millis":205,"deepnote_to_be_reexecuted":false,"cell_id":"f530194f77ab4467931f77b2e10a61fa","deepnote_cell_type":"code"},"source":"tree.fit(X_train, y_train)","block_group":"96bade71810846eda70ffd9564e74e99","execution_count":160,"outputs":[{"output_type":"execute_result","execution_count":160,"data":{"text/plain":"DecisionTreeRegressor(max_depth=2)","text/html":"<style>#sk-container-id-10 {color: black;background-color: white;}#sk-container-id-10 pre{padding: 0;}#sk-container-id-10 div.sk-toggleable {background-color: white;}#sk-container-id-10 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-10 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-10 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-10 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-10 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-10 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-10 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-10 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-10 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-10 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-10 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-10 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-10 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-10 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-10 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-10 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-10 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-10 div.sk-item {position: relative;z-index: 1;}#sk-container-id-10 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-10 div.sk-item::before, #sk-container-id-10 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-10 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-10 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-10 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-10 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-10 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-10 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-10 div.sk-label-container {text-align: center;}#sk-container-id-10 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-10 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-10\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DecisionTreeRegressor(max_depth=2)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-10\" type=\"checkbox\" checked><label for=\"sk-estimator-id-10\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DecisionTreeRegressor</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeRegressor(max_depth=2)</pre></div></div></div></div></div>"},"metadata":{}}],"outputs_reference":"s3:deepnote-cell-outputs-production/6f58dcba-e42a-4f27-a35b-b1757a1fb24c"},{"cell_type":"code","metadata":{"source_hash":"b502b08c","execution_start":1708439536766,"execution_millis":96,"deepnote_to_be_reexecuted":false,"cell_id":"d3d50b435d9243aaa1d71cb619ed295d","deepnote_cell_type":"code"},"source":"y_pred = tree.predict(X_test)","block_group":"343d1be18e0a49a4a1bcb06845ef7759","execution_count":161,"outputs":[],"outputs_reference":null},{"cell_type":"code","metadata":{"source_hash":"27aadbd8","execution_start":1708439507535,"execution_millis":115,"deepnote_to_be_reexecuted":false,"cell_id":"2a749abd5d84498ab9e627a8fc851c32","deepnote_cell_type":"code"},"source":"from sklearn.metrics import mean_absolute_error","block_group":"845ec787911d4d4797dfd8caa7ed9a18","execution_count":157,"outputs":[],"outputs_reference":null},{"cell_type":"code","metadata":{"source_hash":"70a084c5","execution_start":1708439539069,"execution_millis":19,"deepnote_to_be_reexecuted":false,"cell_id":"ed3a9649c26f42ab90fd775b7510032f","deepnote_cell_type":"code"},"source":"mean_absolute_error(y_test, y_pred)","block_group":"f2e7a9a740944894b48e66ce9054fef5","execution_count":162,"outputs":[{"output_type":"execute_result","execution_count":162,"data":{"text/plain":"42.74053763440859"},"metadata":{}}],"outputs_reference":"dbtable:cell_outputs/03ac472e-2f20-4269-aa79-f966ed8ce36a"},{"cell_type":"code","metadata":{"source_hash":"b13a9d34","execution_start":1708439584733,"execution_millis":91,"deepnote_to_be_reexecuted":false,"cell_id":"7eadc249f8534c05a5ee50ce2e2b3519","deepnote_cell_type":"code"},"source":"from sklearn.tree import plot_tree","block_group":"c0aa3c18731c4de08877dc6116009576","execution_count":163,"outputs":[],"outputs_reference":null},{"cell_type":"code","metadata":{"source_hash":"fa8f2079","execution_start":1708439791764,"execution_millis":732,"deepnote_to_be_reexecuted":false,"cell_id":"14cd58246dc0409fa88b194a62485dd7","deepnote_cell_type":"code"},"source":"plot_tree(tree, feature_names=[\"Age\", \"Classic\", \"Rapid\"]);","block_group":"e70384dfbca647ff9953808daec208a9","execution_count":172,"outputs":[{"data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{"image/png":{"width":515,"height":389}},"output_type":"display_data"}],"outputs_reference":"s3:deepnote-cell-outputs-production/3e9fe7cf-24b3-42ca-b5cc-f375f1986693"},{"cell_type":"code","metadata":{"source_hash":"f398d64e","execution_start":1708440239308,"execution_millis":101,"deepnote_to_be_reexecuted":false,"cell_id":"b5e381280c7445f08699069e2d2440c1","deepnote_cell_type":"code"},"source":"from sklearn.datasets import make_moons, make_circles # import function from the library\nimport random\nrandom.seed(1)\n\nN = 1000\n\nX, y = make_circles(n_samples=N, noise=0.1, factor=0.6, random_state=1)\n\n#adding noise\nfor i, yy in enumerate(y):\n    if random.randint(0,30)% 30 == 0:\n        y[i] = (y[i]+1)%2\n\n#train test split\nX_train, X_test, y_train, y_test = train_test_split(X, y,\n                                                    test_size=0.5,    # 20% for test, 80% for train\n                                                    random_state=123) # shuffle objects before split","block_group":"3d989a410d2342df8d55a255a84096aa","execution_count":173,"outputs":[],"outputs_reference":null},{"cell_type":"code","metadata":{"source_hash":"ceee8a6","execution_start":1708440248390,"execution_millis":344,"deepnote_to_be_reexecuted":false,"cell_id":"0ce980cbdf09458d9daf50d295262f7a","deepnote_cell_type":"code"},"source":"# Create an figure with a custom size\nplt.figure(figsize=(9, 6))\n\n# Plot all objects with y == 0 (class 0)\nplt.scatter(X[y == 0, 0],     # selects all objects with y == 0 and the 1st column of X\n            X[y == 0, 1],     # selects all objects with y == 0 and the 2nd column of X\n            color='r',        # points color\n            label='0')        # label for the plot legend\n\n\n# Plot all objects with y == 1 (class 1)\nplt.scatter(X[y == 1, 0],     # selects all objects with y == 1 and the 1st column of X\n            X[y == 1, 1],     # selects all objects with y == 1 and the 2nd column of X\n            color='b',        # points color\n            label='1')        # label for the plot legend\n\nplt.xlabel('X1') # set up X-axis label\nplt.ylabel('X2') # set up Y-axis label\n\nplt.legend(loc='best') # create the plot legend and set up it position\nplt.grid() # create grid on the plot\n\nplt.show() # display the plot","block_group":"ca978f50ab264184bb7091461cc2969b","execution_count":174,"outputs":[{"data":{"text/plain":"<Figure size 900x600 with 1 Axes>","image/png":"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\n"},"metadata":{"image/png":{"width":780,"height":525}},"output_type":"display_data"}],"outputs_reference":"s3:deepnote-cell-outputs-production/03f6cb2e-a7bb-4d2a-9a77-73dddf29c4e0"},{"cell_type":"code","metadata":{"source_hash":"6f544e6f","execution_start":1708440525808,"execution_millis":32,"deepnote_to_be_reexecuted":false,"cell_id":"897424f6be864fd98e1645c5b10cc3d8","deepnote_cell_type":"code"},"source":"from sklearn.tree import DecisionTreeClassifier\nfrom sklearn.metrics import classification_report, mean_squared_error\n\nclf = DecisionTreeClassifier(criterion='entropy')\nclf.fit(X_train, y_train)\npred = clf.predict(X_test)\nprint(classification_report(y_test, pred))","block_group":"a8bc9877636d4416805dd8e2e87f5054","execution_count":181,"outputs":[{"name":"stdout","text":"              precision    recall  f1-score   support\n\n           0       0.82      0.84      0.83       251\n           1       0.84      0.82      0.83       249\n\n    accuracy                           0.83       500\n   macro avg       0.83      0.83      0.83       500\nweighted avg       0.83      0.83      0.83       500\n\n","output_type":"stream"}],"outputs_reference":"dbtable:cell_outputs/d8081c33-9ef9-4496-9dd9-d836ede68514"},{"cell_type":"code","metadata":{"source_hash":"2fcf68ea","execution_start":1708440528464,"execution_millis":29,"deepnote_to_be_reexecuted":false,"cell_id":"cdd1286083544e5c9e0b6bc26c576d33","deepnote_cell_type":"code"},"source":"%matplotlib inline\nimport pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\n\n\ndef plot_desicion_boundaries():\n    # Create an figure with a custom size\n    plt.figure(figsize=(9, 6))\n\n    # Plot all objects with y == 0 (class 0)\n    plt.scatter(X_test[y_test == 0, 0],     # selects all objects with y == 0 and the 1st column of X\n                X_test[y_test == 0, 1],     # selects all objects with y == 0 and the 2nd column of X\n                color='r',                  # points color\n                label='0')                  # label for the plot legend\n\n\n    # Plot all objects with y == 1 (class 1)\n    plt.scatter(X_test[y_test == 1, 0],     # selects all objects with y == 1 and the 1st column of X\n                X_test[y_test == 1, 1],     # selects all objects with y == 1 and the 2nd column of X\n                color='b',                  # points color\n                label='1')                  # label for the plot legend\n\n\n    ### THIS IS JUST MAGIC :)\n\n    # plot decision boundary\n    h=0.01\n    x_min, x_max = X[:, 0].min() - .5, X[:, 0].max() + .5\n    y_min, y_max = X[:, 1].min() - .5, X[:, 1].max() + .5\n    xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n                         np.arange(y_min, y_max, h))\n\n    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n    #Z = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1] # Probas\n\n    Z = Z.reshape(xx.shape)\n\n    plt.contourf(xx, yy, Z, cmap=plt.cm.RdBu, alpha=.5, levels=1)\n\n    ### THE END OF THE MAGIC\n\n\n    plt.xlabel('X1') # set up X-axis label\n    plt.ylabel('X2') # set up Y-axis label\n\n    plt.legend(loc='best') # create the plot legend and set up it position\n    plt.grid() # create grid on the plot\n    plt.colorbar()\n\n    plt.show() # display the plot","block_group":"ff62077e4c3a4c979d3b29f5878f66a8","execution_count":182,"outputs":[],"outputs_reference":null},{"cell_type":"code","metadata":{"source_hash":"8bb81a1","execution_start":1708440531249,"execution_millis":469,"deepnote_to_be_reexecuted":false,"cell_id":"1fe8e940d19f42ad8298ddc5256f1a18","deepnote_cell_type":"code"},"source":"plot_desicion_boundaries()","block_group":"95cd8bf9d4584644a11aff23a2d23ce0","execution_count":183,"outputs":[{"data":{"text/plain":"<Figure size 900x600 with 2 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAtoAAAISCAYAAADyVWjqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC+j0lEQVR4nOz9eXxc5Xn3j7/PSJYsyRqxGDDGlmQClsYLBLMYOzGxg8GyCQmbnZS0oWmTlPRHC6FPaXh+aULa52l+bRYgbXhon3z7haSljUyALIBc2+Dg4CUsodhYklksyewYYo02S5bm/P44c6RZznKfM+fMpuv9eoE8M2e558z2ua/7uj6Xpuu6jiAIgiAIgiAIgRIp9AAEQRAEQRAEoRwRoS0IgiAIgiAIISBCWxAEQRAEQRBCQIS2IAiCIAiCIISACG1BEARBEARBCAER2oIgCIIgCIIQAiK0BUEQBEEQBCEERGgLgiAIgiAIQgiI0BYEQRAEQRCEEBChLQiCIAiCIAghIEJbEARBEARBKGueeuoprrzySubOnYumaTzyyCOu++zYsYNly5ZRXV3NWWedxX333ef5vCK0BUEQBEEQhLJmaGiIc889lx/84AdK2x86dIgrrriCNWvW8MILL3DLLbfwhS98gS1btng6r6bruu5nwIIgCIIgCIJQamiaxsMPP8xVV11lu81f/dVf8eijj7J///7J+z7zmc9w9OhROjo6lM9VmctApwOJRII333yT+vp6NE0r9HAEQRAEQRBs0XWdgYEB5s6dSyRS+MSFY8eOMTY2FsqxdV3P0mbV1dVUV1fnfOzdu3ezdu3atPvWrVvHLbfc4uk4IrRdePPNN5k/f36hhyEIgiAIgqDM4cOHmTdvXkHHcOzYMebOb+J3R94N5fizZs1icHAw7b5vfOMb3HHHHTkf++233+a0005Lu++0004jHo8zMjJCTU2N0nFEaLtQX18PwIHN/y/1tbUFHcu4rrM7nmBFNEKlRNd9Idcwd+Qa5k65XcMnh43vyTW1A3k5X7ldv0Ig1zB3ivUaDgwPs2jj5yf1SyEZGxvjd0fe5f/d9hy1s4Idz/DgAJ9fez6HDx8mGo1O3h9ENDtIRGi7YC5J1NfWEq0rvNCuHU8QrSuuD3UpIdcwd+Qa5k65XcNa6gCI1k3k5Xzldv0KgVzD3Cn2a1hM6a61s+oDF9om0Wg0TWgHxZw5c3jnnXfS7nvnnXeIRqPK0WwQ1xFBEARBEARBSGPFihVs37497b6tW7eyYsUKT8cRoS0IgiAIgiCUNYODg7zwwgu88MILgGHf98ILL9DX1wfA7bffzuc+97nJ7W+88UZee+01brvtNrq6urjnnntob2/nK1/5iqfzitAWBEEQBEEQyppnn32W8847j/POOw+AW2+9lfPOO4+vf/3rALz11luTohtgwYIFPProo2zdupVzzz2X7373u/zwhz9k3bp1ns4rOdqCIAiCIJQNOjChRUgQbo7yuAaVlQnGIhESoZ4pnQg6FXrYz678WL16NU6tY6y6Pq5evZrf/va3OZ1XhLYgCIIgCGXBuBbh/ep6xmbUgKZBqHJUZ04dvB8h5POknxNdp2pshJPHBqjU8ynxBT+I0BYEQRAEoeTRgbdrT6aydhZzTzqRGZWVhGm8oQPDE1BbkUeZrcPx8XHe++B3vD1cxRlD70lku8gRoS0IgiAIQslzXKtAr6jk9FNmUzszfC9lHRifgJl5FNoANdVVVFZU0Pf6MY5rFVTp+bHVFPwhxZCCIAiCIJQJGpFI+cd4jedY/s+zHBChLQiCIAiCIAghIEJbEARBEARBEEJAhLYgCIIgCIIghIAIbUEQBEEQhAJzz7/8Xz605BzqTpnDijVr+c2zzxV6SEIAiNAWBEEQBEFIZWICdv4abfODsPPXxu0Qaf/pQ/yP//k1/vqrf8UzO3dw7tIlbLjmWt59771QzyuEjwhtQRAEQRAEk5//gsjic6i44koif/xF4+/ic+DnvwjtlHf+0z184YbP8Ye//1kWtbZyz13fo7amlv/3x/8W2jmF/CBCWxAEQRAEAQyR/Qc3wJtvpt//1lvG/SGI7bGxMZ5/4QUuXbN68r5IJMKlqz/Gnt88E/j5hPwiQlsQBEEQBGFigshtXwVdz3Ko1nQdgMhf3R54GsmR999nYmKCU085Je3+U089hbffeTfQcwn5R4S2IAiCIAjCrt1ob75p2wZG03W0N96AXbvzOiyhtBGhLQiCIAjCtEd7++1At1Nl9sknU1FRkVX4+O677zHntFMDPZeQf0RoC4IgCIIw7dHnzAl0O1WqqqpY9uEP88SOX03el0gkeOJXT3HxRRcGei4h/1QWegCCIAiCIAgFZ+UK9Llz4a23JnOyU9E1DebOhZUrAj/1V276Uz5/459y/nnnceEFy/j+Pf+HoeEh/vD3Pxv4uYT8IkJbEARBEAShooLEP/z/iPzBDeialia2dc3I3E78/begoiLwU2+69hreO3KEO/7u73j7nXc5d+lSHv3pg5x2qqSOlDqSOiIIgiAIggDwyStJ/Ph+OP309PvnzjXu/+SVoZ36//MnX+K1l/YxfOQddj+5jeUXXhDauYT8IRFtQRAEQRAEk09eSeKKDYYLydtvGznZK1eEEskWyh8R2oIgCIIgCKlUVMCqj5KdqS0I3pDUEUEQBEEQBEEIgZIS2k899RRXXnklc+fORdM0HnnkEcftd+zYgaZpWf+9HbAHpiAIgiAIgiBkUlJCe2hoiHPPPZcf/OAHnvbr7u7mrbfemvzvVKniFQRBEARBEEKmpHK0169fz/r16z3vd+qpp3LCCScEPyBBEARBEARBsKGkhLZfPvzhDzM6OsqSJUu44447+MhHPmK77ejoKKOjo5O34/E4AOO6zriFgX0+Mc9f6HGUMnINc0euYe6U3TXM8/Mpu+tXAMrxGo5rADo65KWI0bx0ug5oeThh6rmT/x8HIhmvYTm9puVAWQvt008/nXvvvZcLLriA0dFRfvjDH7J69Wr27t3LsmXLLPf51re+xTe/+c2s+3fHE9SOJ8IeshK74/n6Gilf5BrmjlzD3CmXa1jJUQB29uf3vOVy/QpJOV3DysoEc+pgeALGJ/J33qECSIOxCTiWgOcGEoxnaJPh4eLQKoJBWQvtlpYWWlpaJm+vXLmSV199lTvvvJMf//jHlvvcfvvt3HrrrZO34/E48+fPZ0U0QrSusCnt47rO7rjOiqhGpZbn6XOZINcwd+Qa5k65XcMnh6IArKmL5+V85Xb9CkE5XsOxSIT3I1BbATPzYHmt64bIrotAvi/hsQqYGYHz6yNUJdK1SbyypMrvyp6yFtpWXHTRRfz617+2fby6uprq6uqs+yu1Yvky0otoLKWKXMPckWuYO2V0DZPPIb/PpYyuX8Eor2toxHE1NPKUyZE8iablPXMkeT6NSrI/d+XyepYL027a88ILL3B6ZmtVQRAEQRCEAvHU00/zqU2fYf7CGJXRE/nZLx8t9JCEgCipiPbg4CCvvPLK5O1Dhw7xwgsvcNJJJ9HY2Mjtt9/OG2+8wY9+9CMA7rrrLhYsWMDixYs5duwYP/zhD3niiSf4r//6r0I9BUEQBEEQipyJCdi5q5K339aYM0dn1crxUDuwDw0Nc86SJXz+D36f6z77B+GdSMg7JSW0n332WdasWTN528ylvuGGG7jvvvt466236Ovrm3x8bGyMv/iLv+CNN96gtraWc845h23btqUdQxAEQRAEweThn8/gK7fV8PqbU4v+8+YmuPMfRrj6k8dDOef6yy9j/eWXhXJsobCUlNBevXo1uoNtzX333Zd2+7bbbuO2224LeVSCIAiCIJQDD/98Bpv+oJZMqfHGWxqb/qCW9h8Phya2hfJk2uVoC4IgCIIgZDIxAV+5rSYpstMLCnXduP2Vv6phIo/WgULpI0JbEARBEIRpz85dlcl0EWvXDl3XeP2NCDt3lVQygFBgRGgLgiAIgjDtefttNVs81e0EAURoC4IgCIIgMGeOWodM1e0EAUqsGFIQBEEQBCEMVq0cZ97cBG+8pU3mZKeiaTpnzDWs/oJmcHCQV147NHn7UE8vL7y4j5NOPIHG+fMDP5+QPySiLQiCIAjCtKeiAu78hxHAENWpmLfv/PuRUPy0n/3tC1zw0Uu44KOXAPA//uf/lws+egl3/O9vBX8yIa9IRFsQBEEQBAG4+pPHaf/xcNJHeyqqfcZcnTv/Pjwf7dWrPsp4/HehHFsoLCK0BUEQBEEQklz9yeN88orjee0MKZQvIrQFQRAEQRBSqKiA1auCz8UWph+Soy0IgiAIgiAIISBCWxAEQRAEQRBCQIS2IAiCIAhlgo6ul7/PtfEcy/95lgMitAVBEARBKHkq9AToCUZGxwo9lNAZGR0DPUGlnij0UAQXpBhSEARBEISSpwKdumNDvPveEQBqqqvQtPDapevA2AQcq4B8NWXXdZ2R0THefe8IdceGiEhUu+gRoS0IgiAIQllw4vFBGIZ33xkHLUK4EljnWAJmRgj5POnnRE9Qd2zIeK5C0SNCWxAEQRCEskADTjo+yAnHhxjXws2OHQeeG0hwfn0kr2KqUk9IJLuEEKEtCIIgCEJZEUGnSp8I9xy6zvh4gqpEhMoQU1SE0kaKIQVBEARBEAQhBERoC4IgCIIgCEIIiNAWBEEQBEEQhBAQoS0IgiAIgiAIISBCWxAEQRAEQRBCQFxHBEEQBNAT0NsHgwMwqx6aGpM+xIIgCIJfRGgLgiBMdzo7oaMD4vGp+6JRaGuDWKxw4xIEQShxJFwhCIIwnenshM3t6SIbYCBu3N/ZWZhxCYIglAEitAVBEKYresKIZFs1mTPv29JhbCcIgiB4RoS2IAjCdKW3LzuSnYoO9MeN7QRBEATPiNAWBEGYrgwOBLudIAiCkIYIbUEQhOnKrPpgtxMEQRDSEKEtCIIwXWlqNNxFNJvHNaAhamwnCIIgeEaEtiAIwnRFixgWfpAtts3b69rET1sQBMEn8u0pCIIwnYnFYOMmqI+m3x+NGveLj7YgCIJvpGGNIAjCdCcWg9YW6QwpCIIQMCK0BUEQBENUNzcXehSCIAhlhYQrBEEQBEEQBCEERGgLgiAIgiAIQghI6oggCEI5oick51oQBKHAiNAWBEEoNzo7oaMjvb16NGpY+YmLiCAIQt6Q8IYgCEI50dkJm9vTRTbAQNy4v7OzMOMSBEGYhojQFgRBKBf0hBHJ1q0eS/7d0mFsJwiCIISOCG1BEIRyobcvO5Kdig70x43tBEEQhNCRHG1BEAQnSqmocHAg2O0EQRCEnBChLQhC7pSSGPVCIYsK/VzTWfVqx1bdLihK6f1RSmMVBKHoEaEtCEJulKvDhVlUmJnvbBYVbtxk//xyFWt+r2lTo7HdQNw6T1tLHqepUX0suRLm+6O3DwbjwQnicn0vC4JQMERoC4Lgn1zEaDHjVlSoYRQVtrZki7tcxVou11SLGOfZ3G6MMfUYWvLvurb8RWjDen90H4Q5Z8F/PABjY8Z9uQricn0vC4JQUGQ9TBAEf5Szw4VqUeGOHdDTM/Ucc7XWC+KaxmKGKKyPpt8fjeZXLIb1/ujshEceyr4/F/vCcn4vC4JQUCSiLQiCP/peV3e4aG7O16iCQbVY8Kmdxn/RKCw7D/b+Ri0KPhlezsCLa4jTNY3FjPMUMtc4qOeStk8OKw35HqsgCAIitAWhJNB16OuFgUGonwWNTaDZaLW8MTSotl0pOlx4LRaMx2HHr5y3SRVrTU3W2wTpGqJFCisKw3BAMQVxVZX1434Fsbi1CIIQEiK0BaHI6eqExy1Sfte3QWshU0brZqltl2+HiyBwKyrMBSexVqyuIX4I47mEJYjL6boLglBUSI62IBQxXZ3Qvtki5XfAuL+rkN20G+cZYtQusq4BDXl0uNATRr70/n3pedN+MIsKwf75+cVKrJljH4hDXW3xXNNcMCcrQT6XsARxGGMVBEFAItqCULTouhHJ1i0iqrpupI50bIGW1gKlkRSTw0UYtmxmUWHmcf1iZ61nNXa7/SG/riG5EMb7wxTEo8dszok/+8Jiei8LglBWyLeGIBQpfb0u9Vk69Pcb2xWMYnC4yNXpw4lYDG65GW64AS5Z5f84dmKt+6D12K1Iuaa6Dr09sH+/8ddqMlYUBP3+SF1pyHos+devIC6G97IgCGWHRLQFoUgZUKw1VN0uNArpcBGWC0UqZlFhUyO88N/+8rajUUMAZoq1bducj1VXC+vWGeIveU2LNmffjqDfH7GY9b5217iQYxUEYdojQlsQipR6xVpD1e1CxcnhIsyW1vm0ZXNKL7CjpgY2Xmec2+o5D7hEsoeGDZGdHLuZs58ZwTZz9jdtLFKxHbQDSstC6E/A710fbGdIKLxbiyAIZYUIbUEoUhqbksYXA9apAZpmPN5o4xRXFITd0jrftmxe8rY14MorYcGZuZ0zOfZC5uwXpb0kJMV1MQxEEATBGhHaglCkaJqRDtC+2fh3qsAytUXbuiLWGfloaa3qLlFXl9t5UslML/jgA9izF0ZG0rerqQnmfMnn6CVnv6k5mFNDEdtLCoIglAAllXj21FNPceWVVzJ37lw0TeORRx5x3WfHjh0sW7aM6upqzjrrLO67777QxykIQdEaM9IB6jP0ZDRaxGkCkL+W1m62bCaP/My6KNKvJaCZXrBkKZxyarbIBuM+t2LMenVLuULk7PuylwzSZtEKMxUJjL/SFl0QhCKmpCLaQ0NDnHvuufzRH/0R11xzjev2hw4d4oorruDGG2/k3//939m+fTtf+MIXOP3001m3bl0eRiwIudMaM9IBinLp3o585U6bedPt7c7bWUXRg0hrMScUlo/hXoy5di20/6eSpVy+c/a9pKpMEnaqkHn8Y8fgy7fBfzwAM2cGd3xBEISAKamI9vr16/lf/+t/cfXVVyttf++997JgwQK++93vEovFuOmmm7juuuu48847Qx6pIASLphnpAEuWGH+LWmRD8bW0zoyiB2UJ6GVCYUXLQmVLOTNn3+611zRoaAguZ9+zveSRI+HZLEK4No6CIAghUVIRba/s3r2btWvXpt23bt06brnlFtt9RkdHGR0dnbwdT36pj+s64wU2qzXPX+hxlDJyDXNH6RrOikJVlfvBZkVzM4HWE7D9CbVzAYwcg55eY58ZNvtowBNPGCLYzcViaEjt3L29xrZ1s6BxHuPJkPW4rkNrq3GuvtdhaHByG7RI1rVZtx4efsT4t1XO/uVtMAHq9oN6wvq8QP8QVCg8tf4h4OQEvPYa40FcU7txprxm4xl/cz7+NES+C3OnWK9hsY1nuqPpemm+Ipqm8fDDD3PVVVfZbrNw4UI+//nPc/vtt0/e99hjj3HFFVcwPDxMjUWx0h133ME3v/nNrPsfeOABamtrAxm7IAiCIAhCGAwPD3P99dfT399PNBp13yFE4vE4DQ0N/GTPQWpVi9cVGR4c4NMXLyyK5+lEWUe0/XD77bdz6623Tt6Ox+PMnz+fFdEI0brCRkrGdZ3dcZ0VUY3Kos8dKE7kGuaO8jXsPgiPPGT82yr/+KprjAikHQ7R1km2b4NnnvX2BFauhF273Lf75Cdh0SLnsegJuOdew8tZNWShGZHY3X98i+/3oa7D630wMAT1dTDPq8ud+dpkjjnltdEXLuSee2Bw0MZeEp16Bvgy/4cdy9YDsOb5x5zPm3pNvXDgAPz855M3x2dUsfsLt7Dih3dReXws9+NPQ+S7MHeK9RrGK2VVp5goa6E9Z84c3nnnnbT73nnnHaLRqGU0G6C6uprq6uqs+yu1Yvkg6UU0llJlml3DUBrGKFzD1hb41FXZxXENyQ5+rS32+6oU1XV2wtMKgtlESx6jcT7sGHPdnLo6Q726jeXSjxs5wuC5Y2QlOpV+XgsNFjR73w0w3g+PPwajNtdAAzoeg5azWXdphPbNyd1SU1WSlZ6X08EMRmHCcP6oHHO5ruY19UpdHVgcu/L4WPo5vR4/zGZKJcE0+y4MheK7hsU0FqHMhfaKFSt47LH0CMvWrVtZsWJFgUYkCHkmbBcIN/y0tFbx325tsXf7sCLVxWN42H37iAbz56t7gas2sTExj9f3OjTnueOQhwLO1lgzmzZa+GgTp40OWulSO6c5yUlaFXrGtHEcsFk58HP8Qn82BEGYFpSU0B4cHOSVV16ZvH3o0CFeeOEFTjrpJBobG7n99tt54403+NGPfgTAjTfeyD/90z9x22238Ud/9Ec88cQTtLe38+ijjxbqKQhC/shHwxgVvLS0dvPfNu3yZlari1owBJQZRf/ud923TyRbIaqMpbUle0Lx3nvw1E738wwFaHqtikdHmDR7yUPvUf/UozTSl4xqK2BhVegZ08Zxc3u277if4xfLZ0MQhLKnpIT2s88+y5o1ayZvm7nUN9xwA/fddx9vvfUWfX1TNloLFizg0Ucf5Stf+Qp333038+bN44c//KF4aAvlj6pgtfN3zjfmEv6h19SirT09asc96yz4yEemoug9PTCkENEGY1svXuCpE4qeHjWhXReQ6bUXVAuSUrYz7SUZfBvotdvDGnOSk6twTV05OHbM//FL7bMhCEJJU1JCe/Xq1TiZpFh1fVy9ejW//e1vQxyVIBQh+WoYEwQHXoJHH1NL6fDKRz6S/vzC8O22OqZKqgMYRZX5Jpc0DFWRvm4dzKoLPu95cuXgsHH7966Hpvnejl9Knw1BEEoema4LQjlSbA1j7Ni2FTY/6F1kNzc7t17PaF8+iapQrKtVF1lWxzRTHcyxZI4tdbuwW5b7GZtdGoZby3vzui+/yGhPb0b6g0SLTL2ufkR8qXw2BEEoC0oqoi0IgiI+0gPyzoED3lxDYCra2tycnrPr0r58ElMouuV3b9gwJeb9FuDZFUlGo9C2wfh390HDASTfBXlOY3NKw8jMlba6LrnkYueDUvhsCIJQNojQFoQgKDabsDBcGoJET8BjHouSUwU0QE0NLF8O+/al5127icXzl8GTO+zP85GVsGix8W8/Yj4VO9cVNOhPGF7WmTZ7+SrI8+MIY+5nJdJnzDBej5oa4/UtVrFd7J8NQRDKChHagpArxWgT5hR5DMIFIld6+9SLEk1MAQ1w193p17u2Fs5Zathj2IlFq9cplbpa2HBFesMTv5HfVKxcVxITxt9CF+R5cYRJJVWkd3dBZAYcPw7P7IU9e9Xe/4WanBb7Z0MQhLJChLYg5EIx24QFIRLDwkv+6yWrYMGZhhDr6ra+3iPDsHcvNDbZi2yr/UzWrIZVq6z39Rv5daLvdTjBoRCyFArytAiMjBjX/YLT0h9ze/9bTXpqauDi5favQ5AU82dDEISyQoS2IPilFGzC/IjEfEQavRQlrl49VTTo53o77Udyv+efNwSeHX4jv3YMDcIJCtsVc0Ge39fDbtIzMmKk9OzdC5+4MnyxG8YEShAEIQMR2oLgl1KxCfMiEvOVBuOlKNEUPn6vdzG+Tqr+2cVckOfnurpNegCGR/K3GhT0BEoQBCEDmboLgl8KYRMWphWcGWnMFE9mGkBnZ3DnMvNk7WziYLIoUdehtwf2d1bQSxO6405kX+9itHMz/bO92hMWE36uq5s4N9ExouFhWx0KgiCEjES0BcEv+bYJCzPa7CUNwE3oqmKXJ5tSlNjVCY9PPjwf+EOi9LOeDlrpsj5u5vUuRjs3LQIkRWSpFuT5ua5eJjPFsBoUArqebGc/CPWzkmUFAX2kBEEoPkRoC4Jf8mkTFnbRpZc0gKYm/+fJxCFPtqsT2jcbwiSVAaK0s4lNtKeLbbvrXcx2blddY+2jXQoFeanX1Qqr6+p1MlPMOepO2NQ5pE8cDaJRWN8GrUX+cguC4A8R2oLgl3zZhOWj6LKQ6RUWebK6bgiSTJENoKOhodNBGy10o6E7X+9itnNrWQgtZ5dmQV7qdc16LPk387qq5uabFHOOuh02K09dSzfSvmte9sRxwJhQbtooYlsQypES+DYXhCLGTH+oj6bfH40GV8zlJdrslyJLr+jrdXvKGv000EcyWup2vfPxOvnFnGiE1bI8TMzrWl2dfr/ddU1t/+5ELjnqqXUMh14z/stXe3ubOgc9PsDjT9ejW8wczbs6tlhPLAVBKG0koi0IuRK2TVg+os0paQC6rtFHIwPUU88AjfShaXpe0ysGBhW3u+hSiE2odzQUO7fgicVgfj3090Njpft1jcVg0yb45S8Mh5FMclllcGtKFGYjKYeVpz4aidNgv6tuXL6+XmhqDn5ogiAUDhHaghAEYdqE5SPanIw0drXv43HWpYmCKP2s17fQum5p0s86/LBbvaL7XX1sPjR7OLDYuYWDpsEJJ8AZS9W2Nyc9O3canSRHUgS33xx1t6ZEEG4jKYeVpwHUPpuqE0xBEEoHEdqCEDa5NoDJUzFfFzHaac2utyRKOxvZhEZrTmdQp7Ep+ZQHrHW9phmPNwZYl1nWFKrduRNaBC75mNEoKNexqfhzQ7iNpBxWlOpRW21SnWAKglA6iNAWhDAJwpIvD8V8k8WHFtZ9OhqaZuSQtuRJaWua4cTQvtn4d6rYNq3Q2taJLZoS+WpC5JcgVhlU/bkhvAZFDitKjfQRpZ8BopafMZk4CkL5IsmJghAWQTaACbKYz6LpjWvxYUoOqWd8NtlpjRlODPUZ+iUaFYeGSdyubT6bEBUSP/UJQTvomCtPFpM/DZ31bDH+raWH3WXiKAjljUS0BSEMwrDkC6KYr7MTvWMLffETpoodo0cZWLQROMN1d885pDlGU1tjRhRdGnxY4HZt82ELWSz4qU+w28dvmo3LylMrnWxa+QaP75uX/ZKtk4mjIJQrIrQFIQy8WPJ5Wb7OZZm9szNZ7Pj59GLHeD/n73keFaHtKYc0oCY7miZODFmoXNuamnDeg8WIWx1DKk41Dbmm2dh1O00WeLbG5tFyqUwcBWE6IUJbEMKgkA1gUjGjcwNxuh49RDsbLYsdn2Q1tdoII8xE151zSCdUzztdoqn5RvXaXnqp2vFKtftiKk7RZCusahqC6r7qsvIkE0dBmF6I0BYEG3Q9h8hTMTSASYnO6Wg8zs1JDZH+JMxOi2Z+r2vxoYq7X1gRfUH92g4Nqx2vFLsvWmFGk+38uU1WrswWzEFPDMVGUhCEJCK0BcGCrk7DhSNz9Xd9m2IuZZ4s+WzJiM65NsxAY5g61ix6h+dePy33HNJiieiXI6rXrK62sO/BVPJlL9jaYghmbIS2Buzfb0T7U88f1sSwGG0VBUHIKyK0BSGDrk7DVi7Tv3lgwLhfyfEiD5Z8tlhE51QbZpx0ssYtF/TQ15MwiiWbT6axOeI9h7QYIvpFRObqyNxctK3qNauPFu49mEo+7QX9CuYwJobFbqsoCEJeEKEtCClM+klbRAB1nTQ/aVfx6VIY5fZju3UoymV1it7AqViIjdSGGWMXRjP3mNruuc1oOw8waef7gk9hkBHR33rhJ7O3qa6G2UthqLwrwY4cgZdfgdHRqftqD+msPO8oTw5FHd9Ilq+/l9USLeL5PZhTylQmQeU9q+JXMAc9Mcz38xYEoWgRoS0IKXjxk1YqaPJpybd1KDr517PYthAbqQ0zAPYcWpixhc7qBftpHM7wVfYrDDIj+kD1oTeTjyW32bgJmlvUj1mCdHZC+6NkCa6qGeOsPO85ekY+REvM+mt4tPeg9UG9rpZYvQfnz4fDhw3/7ZT3pN+UKcv3aCEKYv0KZi+TF7d0ECkEFgQhBRHagpCCqk+0Jz9pn4VR1U0L7cUW2P/gW4gNo2FGB+1ssuz9CHAWrxhFkZkP+RUGqRH9VBQj+rmSsIjMRvIYPE/oyaduJ7iAbdvh7FYf4/K6WpL6HuzshO9/P2u/rqUbad81L7eUqVQKURCbS23E+cvgyR3W+4BxXbu63dNBCvG8JRdcEIoWEdqCkIKqT7QnP+kwcMr/bG2xFButdLGJdtr5XNqhonUTtA39lNnYiINchIEZTX0TWLYCZs3KiwgohvRYt9URgHhydcSX3vKzWmKT0qDHB3j86Xr0yZlVymNeU6ZMClEQ66c2wurNkoo5eQG1dJB8P+9ieLMLgmCLCG1BSKGxKalRB6zztFP9pCfJdzRJJf/TRmy00sXF7KF5TZSBk5qMSO9AF5GHuhhlrvN5/QoDLQInRKEpM10lHDqTxayZ1yeeEpnNh/7wuzpiRuIr3oNezSVH2stqiUNKg6srjdeUKShcQayXaL/dZ8lkzWpYtcr49113q6WD5PN5Sy64IBQ9IrQFIQVNM/JR2zcr+ElDfqNJegJ6euAXv3D/wb/5ZltPYW1GJc2nDIM5vB7F8HwJOIS4pmukRGa9pGv4SUP54AO1Y6eujqS+nS5eAAeIMvvhuLqtpBMOKQ2qrjSeUqYKaXGpEu13yqU2x/f884bQ9pIOkq/nLbngglASiNAWhAxaY0bU06ooLM1POp/RJLflbZPUH3yAEQs/4ePj6eMzhYEd+fRbzhHXdA3de7qGn7lUQoe9e92Pnbo6khmJ33NoIRcvOMj7LVH+7RAsroXZs9XGbIk+B6zcX4CjNDCGw3sgSeeJ8NaQh3Ne8/+Bl16yf3zxYhg+wcMBk+g6lbi7tnDKCXBK8t+Z/XuOHoWW1e7nepO0a3fZMz+333ZwIH/WniniX0ejj0bDkpMBGulD03VpCiUIRYAIbUGwoDVmRD1tbc7yGU1yW962YiBuVNo57ZM6vrY2eObXhfVbDoCgi1n9pqH09MCIQmPGc841IuN2kfhJdxgNXvrAWKjwXdCpV8Fj2y0fOoW3OMA64kTJzNE2zx+NwmXneDx/00KoPTF7ptKQW0Gsnhgn8dpzVDV+CC3i82dsYD+YTjhOLFsBp5wKj21ndIFLepW56pOjtacSyVSuLlp5nLa01J8o/ayng1a6pCmUIBQYEdqCYIOmOeSj5stZQNedl7ftGBr2Nr5YDIZ/B907whMGeSDIYtZc0lAOHVIbR8Loem8bib94QbrrzHsvwgknqB07Gx1aF6QbeqewiSd4icXmlpOYT23xYjje5+O0tRVw9QYjyXtsDKqqoKHB+IA5ueo4oetUAmN9rzpHtM3k8szzAkwMg5twNrdjhuO1s1z18WntqcyserpopZ1N2YtqRGlnE5top7UEUr4EoZwRoS0IfsiXs0B/v3u6SCrmD35drdr2gymh3dmz4ZabS9omzCxmjQ9gmx+bVcxqg9c0FDOPu6sbnn/O27itIuymyK56ZmoQsUZYcoa3Y6cxV4PNydQHCzXdtfKPeXzfvPTgc0MyZUrhmjkyKwLMTN7I/lx4aZQzruvs7Ic1dXEq7TZyy/mpBdp3uOdSrz8XtIGpa+dl1centacK+vxGHo+cjJ5IHUTyMTQ0dDoi62mZP8tqjUIQhDwhQlsQ/JAvZ4GxMfVtU3/wa2rU9pmVEdoNURjkg4hm6Kj2zWQLouSNtnWadfrDpHvMIMyaxcBAE5ZpFBkMDKqn0GfSmAyA2kXYU0W203bKuKQ0tMbm0XJpgJ0hFfHbKMeWAy/B5gez78+sn/Da+CfsdBAP9B2OEE/Yf7/oaPQnovQd9uAUIwhC4IjQFgQ/5MtZoKpKfdvUH3w9UTjHhwITSxazdvzyOPHhGZP3R4nTVvMUMc5iynIliYVSrq9dBGx0Pd8HH8COHXhP72Eqsu4Wibe0lfSLS0qDY8pUCHQl8+ADa5Rz4AD89KfWj2XWT3gVz2Gng3gglOZagiAEjghtQfBDvpwFGhqcBTNAbQ1cd50RiTbP5zQ+kxIpcPRDjE5ahjdnOTFERnTY/Hy6I4xNsWnjcCdR+p0LBOvhuefwJbJhKrfbKRJvaSuZK0WycqHrRiTbyrPeV6Oczk7YvNnlpBj1Ce2boakJLrzQm3gukmtXMs21BGGaU56/soKQD8xoWH2GLVo0Gpy1n5ZUYJCt9bTkf5+4EhacmS0M7MZXXV3WjSwSEwl6frl/srBvMS/RTC8RdNAhoWv0PLqffft0eg4lSHRssRTKEXTa2GLc0DI2SL4Wy8435kBeqKmBa67Jvt+MxEczsgGiUR9R3RLBLQ8+tVGOK6YTkCpdXbBlC/zd/4bt2w3xvGRp+oS1iDFXQewmIJpmzNMDWQURBME3EtEWhFzIx1JyLrmhVuObvRSaW4IbXxHR2QkdjyaID0+lfETpp40OYnTRSSsdtBEfaoCHADSifH7y8UxidLKJdjpqryU+NPV1aXqqj094H+N1G2FBEyRey34slmIrWfEeVJ0b5bq58dBzpAtFoOkPbk5AdiR0eHqX8e+1l3nfv0B4bq4lCEJBEKEtCLmSj6XkXAR95viGyvOXd8rzuiLt/njS6mwlu9jFyqz94ilWaNZiu4uWdV301S/J6gzZ0+NhgMk86+ZmHFNNIlpym+aFjPYeZNuweyOZUuXoiTB2oft2WY1yrBrWODTkUeI4MFA/lc9jYQ142azi8qRWbq4lCELBEKEtCKVCkeSGFiPpntdWOTY6u1mRcjv78Q7aaKHbSDHJIFI/y/LSu9oJpp4CQ/xENOucZCuqmxaqbViinNIIB55wCETbNMqxbFjj0JBHmYW/g+UX21oDbr1kOZc1eShQzgOuzbUEQSgoxZ+IJgiC4IKr5zUaOhHs7fo04jTQQ1Pm3UYXQxt3FrOIcXJbG8w86zJNi/dNRDPSop0wJyd2JHRjZWHfQBM9tYtI5OIa/cHvpopjM99QA3GjnXxnp//ju6Dr0NsD+/cbf1UnZIIgFC8S0RaEfDPp11yaTWGKkaAszB5kI1fyCyOFRNE9ZtJOMCMAWlsHS5caGT9mqknYmE1zMlNcipXOTti1y/7xlSudJycHu+GxyeuuARuTOflbiOFDEJ94gn0nVvM+0xow4M+sXy/xwD3IBUEIFBHagpBP3LrVCb4IysJshJqpfO3om8qNSGI2y/f5FLml9tZybHEPoBmR3Usvtb+ODz0MY8fT7zNy7jem59xHo4Yxt1OIOKLBqae5F1T2x42JcoBpXH69xAP3IBcEIXAkjCYI+cJpSXpze6hL0uWOmSttnzWgJy363NbijQN01F1L4s9u9qRQzSLGxYarIC+9ZKQ0JPKw/G8Wgma+teJJwVWMby0vLe4zmbymltdWAy35Gl5zLdxwA9xyM6xcYbXxFCtWwPCw2uAHgyuKdPMSB8NLXJ9IGG+o/fugpwd9IqG2n6SfCEJBkYi2IOQD0+PXbkk6tVudpJF4xrn1OsadyoJDIz5USd9h70HLoKLKXlJAHCPDyfeW2fSlmNJIcrH2e70P5jntpCdfw/olU6+had23e3f67CeiGSJ77WXqNjKz7Fufe0XZS/x7P6Vp+MDUfrWL0mwsbffrlRbsglBIRGgLQj5w8/g1u9UFvCQ9nbDLlfaL17zvKXvB9PvjKcv4VmI7U1QPjxhzrngcLl5wEICeajj7LJg9O3v/o0dh0cnAyc7je+9FOOEEb89JBb/OKKrpPh98kH3f4BAw033frNdw7WWw5uPw7DNG4eNJJ8IFF0JF0hKyqdG9E6tDcawflCccwxHH27keXxCEcBChLQj5QHWpeSBuRNX0OYZdmd/e3j7ZOuTs2XxZnbuC1S2isXlBTxCr6aNl7SA9Q7N58KnTGBnxH8L1kvftN6qcXsyXzsULDlL1THzyEC8/DedZ5NzuPwQHnnEfY6wRlpyRMTSL18qLLZzb+8UJVWvEHU8af1etmrp2s+oAhWZBlq9hRYVh4WeFFjGWHza3Z6+MKBbHekW5lToDjrdzPb4gCOEgQlsQ8oHqUnPHFiNP9MJPGp7ArQtgrpaXaja3yORo70HXY9g5IMy5Bs4IU3Cn5GxEgAhNjPCH/o6V9G62myBYpXV4yTdOXbCwKuazPYQ+JdZTxbCyUMvYrtBuFWnpPi7seBKef24qBWdeI3AIJ7dGx9fQEadOrIsXQ8A+2uaEw65WU0MnSpxG+tL3o48o/QwQRbe4EFou10AQhMAQoS0I+UBlSRqyi7FGR2Hzz40f/mK0jkjByQHh/ZcgXhvSUzCLTFPOO4DPHNqMxjJWp7LSX7FFaoc3l/Gdi/nsscq5dRNqALW16YKrWNwqYjFYvXoqau1EPJ4ythZImA/YRJ7d/LddBzbZiXUQZs0yPsN9rwAB5CWl4NhKPfnE2uiY/HfqY+vpoJ1NaOhpYltasAtC8SBVV4KQD8wlabBuTOjGlg6joLJIUXVOCNyBw6bIVHVZvbYu/bZTYxknZ4+9e9SGa0aVX+9z3s6JeMZTM4Wak7vE8DB0J53u3F4rXYdfPgr79uWnacpJJ3nbPvV9dM3VEM2YUwXWHMjsxLpkifE3xCJls5V6feZzqZtgE+20mjaFmfvRxSbaqa9Lz6Mxr4FY+wlC4ZGItiDkC7sl6dpaGHKwFSuBQklX5wSsUydyxqbI1FxWj2Pj+ZdcVv/zP4PDh93dPVRysDXNYS6UsYyvWsxnxfBQ9n0trcbbyM6dTkvJEXfvoglDQ/DQQ8a/w04n8ZRDnEzBMV1HFrbA2QX2Lw8Ky1bq8yNo338T7PLYNWiNvknLn0XoO+w/114QhPAQoS0ImYTZuTFtSTp5/IG4kaybweiCuel3+PTuzaVgzfJYuk4lR3lyKDr5a/6uDmMXuu8fuAPCoPUBI+i0JZfVp/wTk6Qsq1dUqAl/lRzsycivQiqDSjHfnkMLufjC7Lz4l0+DeIbYPnoUji52Pt57wINvwpjia2XyPvBvh2BxrbXrSa6oFkWmkjpRMf3LywFNy7TiUyvO1CoiYuEnCEWKCG1BSCUf7fXMJWkTC+/ey575efZ+Prx7TZHt14ItFfMYemKcxGvPUdX4IbSI8RUyocOex9yPEbgDwiz7A8aSy+odtBGnYfL+aNQQvV5eTtUJwvKLofOAxdsn43yTxXwu7DmU/bq1XALVGQVu7w7AHoXjTZwCx4/DCwrbpqHBSx/AzTcHHy32UhRpouo6UhY4FWcqdi4VBKFwiNAWBBOLojpgqnNjWAWJboWSGsbjPr17gxDZbrhGJcNyQLC4dgk0+mhkgHrqGeTPo/dx+Ko/Y2Ao4ju1QHWC0NoCl18eXipDtMH6GqqO75nf+DyxjWtKUJge6I93GC+lLcn3kepEJe+EtRpmtRIW5EqbIAihIUJbEKCwnRu9ePeGmdaSA46dGYNwgbAj49p16q3ZEezx47Qdi7B0Sfbuqh0YvUwkVFIZXDsbWhwfdNqWvUfkpXenXDCSr72f9As/hNn8JJbMUd6508aFJON9VHSlwWGvhmWuhKlQpN8XgjCdEKEtCFD4zo0qy8P5SGvJAbvOjLW1cMUVIQ4xee06f/kK7cOfyHo4PjLDsjOjl8sZ9ETCazFktOY4bXQQe/J5y8FOjq9d/Zh+CLv5SUSDj10Cp55i89okU3CcDHi8tK8PjEKthrmNqYi/LwRhulByQvsHP/gB3/72t3n77bc599xz+cd//Ecuuugiy23vu+8+Pv/5z6fdV11dzbFjx/IxVKGUUC009FmQqITT8nAx/pBbEIsZQuexR6ccMIaHjMUAjfCGmGiN0dHRmryVoaosOjP6aZduN5Hwk/OtmmO86hJojvTCjl8xRB09NNFIHxH0rNe+pRVqamHEwcDGN3lufhKzcuBQEMwF0ZaFXA2zQ+X7orXVcldBEIKlpIT2T37yE2699Vbuvfdeli9fzl133cW6devo7u7m1FNPtdwnGo3S3d09eVsTzyPBCtVCQx8FiZ6wWh4uxh9yGzo74cEHyRawcSPaet1GWGzV3GVyiXswKy1CBcMVxOGznZJj3Njkr106+BeAmah2Njzt1AQ/e+gk4nxu8qEo/bTRQYveTR9NDPziEPUzW0gQCUdkA+iwbFlIx7bBq5uIn8lTIBR6NSzrfIrfFy3h124IglBiQvt73/seX/ziFyej1Pfeey+PPvoo//qv/8pXv/pVy300TWPOnDn5HKZQioRckJgTefwhz2XZ3dFrOslPf2pYmC1KFTwBhCFVc4e7knNuP+3STYKwk0vLMbZJRVmyBB58UAPS8zXiRGlnEzWMMEItjAA/gpqa3MaEZhyjstK6IDGzDXoxoeJzbjd58kqWXaY+By78pO32kw5CflbD/ORY9/axtWW1+7Hfgso60mw6BY9YWJ0WA8PDFYUegpBCyQjtsbExnnvuOW6//fbJ+yKRCGvXrmX37t22+w0ODtLU1EQikWDZsmX83d/9HYsX2xvOjo6OMjo6Onk7nvxFHtd1xsNukeaCef5Cj6OUsb+GGqzfAI8ku3RYFSS2bTBu5Pv6Dw1BVZXadplj03X0xLjSaQ52w7Zt2Xp37VqjMcjkIRMTaX9NDvfCsWGocvlW+dlDUHFN8pjdB+Hhh4zrXZny4zAyBA//FLhGKfIWrXM/L8Bvn4UKTW3bocHwmnGa1+7aqyfYmnnNG+DSS2H7NudxTlBFFVOv7cRxtedliwZXXgEzZ8ILv4Uui2aEx0bgkYeNlsKp74l8k/keVHnvHRuCwz25pb9UzT8z+85EJRzeYbn9WPPpbL34KtY8/xjMinr77ug+aHwgU2c99ckPpNNnYmgIKiJU9bzleHh9WQ06I8yY14wWEWHmBz0xgd7zQtFdw/EwUxwFz2i6Xhqq7c033+SMM85g165drFixYvL+2267jV/96lfs3bs3a5/du3fz8ssvc84559Df3893vvMdnnrqKV566SXmzbOu+b/jjjv45je/mXX/Aw88QG1tbXBPSBAEQRAEIWCGh4e5/vrr6e/vJxoNrmGZH+LxOA0NDfxkz0FqA069HB4c4NMXLyyK5+lEyUS0/bBixYo0Ub5y5UpisRj//M//zN/+7d9a7nP77bdz6623Tt6Ox+PMnz+fFdEI0brC5r+O6zq74zorohqVRbRMVUqMJxLsHoAVbx6ksrYWGudlL8XqCeh73Qhp1s2y3sYrfqNTABMJ+M633aNhn/pU1pr+k0NRqho/5LhbQof/c4+Df3EyX/jGLxvL7mYUR2v+cFoUp6cH/vM/nIeYyvWXvcuxrb9mG2uTrdINosRZyzYWkuyKeP31rik7Y32v8v77cMAiCmtFVSUcH7fPEqquggsusF8NdrumbthdQ5MDB+DnP8vpFLZc2Pxq2u2mRqitMdJqvERdzlkCDQ3+r0VCN2wOB4eM4tB5jeppHZnXr68XHnjAfb/rr3eOaPsek7kyA1mrYWNNp7OmaaZ6TrSegHvutf9AahjfHR//OGx/Ivs75dKP8+TbGlUv9zimwel/8iX03v+2fQ8K7rh9jgtFRCLaRUXJCO3Zs2dTUVHBO++8k3b/O++8o5yDPWPGDM477zxeeeUV222qq6uprq7Our9SKxZxqxfRWEqMzk7jh+n3b6TyZ49QOTZmnQusVUCzz/Vlq5zKrm5rB4APjkD7f7o7hrx+GFLSmWzZvBk2ZRxL0ya7N9rx66fg/Q+cD33kfTh8eCo3WQe0SMXksc006zG1LBVjn5er2Du+0Rzo1Lk4kf9kI6vZwSp2EhkaBpfngKbxmaY4W7pgzx73c194MZiLYKnzF/Njdc1GaHUIvmw9/FrOjYAyr2EqdbO8XUs3amohMWG8jSYmNKqeidPQYLiltLTCXXdBxClv3YLWM+CtE6Ku7y8rgnAHSb1+85thZq27z/n8ZvvJU05jii0yTpJ5gIYotMaobFJI/TLpPQzvH3HeZvSItZfjB0eM75qr/z+MjYzY7794MbzRSyVw/PWeosovLil0vSiv4djwUKGHIKRQMkK7qqqK888/n+3bt3PVVVcBkEgk2L59OzfddJPSMSYmJti3bx8bNmwIcaRCUWLaXc3I+MEL0h7P7pd6/LgnxxA9syBxYNDWnCILj+4jnZ02zUEssCs4tHN7cGPf6ycm/5X57IzbO1jD8yyj7YNRVF+Z1hY1od3aYsyBHrex6mstcLFfkA1o1rWB6YDa1wsV78FHFxnn0DTo7XEpDrWhfhY4ZQHbFdbauoMknWk2bsoollUgV5/zQBxL0uw5U9xz+l4BPFzgXKKRye+Uy7b/GC5fB1u2ZAv/dW3QVMW4HmdnP6ypi0vgxifjul6U1zBOWPZDgh9KRmgD3Hrrrdxwww1ccMEFXHTRRdx1110MDQ1NupB87nOf44wzzuBb3/oWAH/zN3/DxRdfzFlnncXRo0f59re/TW9vL1/4whcK+TSEfJOLPZ5q1b+db62bgslwDOnqtBB/da2sp5VWFPIiPLiPTDo1KGLVrETFaSQLzWhiMzzkvtQaJ0r7Dth0ito8aN58iEQg4VDEGIkY21VUWFv1FcPvpaNwnLyhNtC6uimB2dwMoxo01U097rXbo5biqX3Q5vfcbs65rs34qDm9Xx58EK691sYG0gG/PueBOpb46d6YSa55rOZ3Sm0t3HKzdIYUhAJTUkL705/+NO+99x5f//rXefvtt/nwhz9MR0cHp512GgB9fX1EIlNfIr/73e/44he/yNtvv82JJ57I+eefz65du1i0yOM3uFDa+LXHU11LdhLyqhx6ja5ujfY9jcnDTP2iDwxX0M4mNtGuJrYVI2KG97Ta8KIN1rmtXo4BTD6tpUthr0Lk2dxBVei8fthZZIPx+OuHoanZEI1NzemPZ60oFEh82wnHmlrNk1+2WzdHP90e29Y5p2DYRYc3K3Su1BPw4GaI+Fhk8uNz7voedrF7DBw3q1FVBgeCEf6CIORESQltgJtuusk2VWTHjh1pt++8807uvPPOPIxKKGr8dH300onRTcgroD/1ax7n/CyRDaDrGho6HbTRQjea26+vYkTMSyTTbtndazTUbMdeW6MqtPEkdFTHY7ed1YpCTQ1cfDGsWpV/wW0nHLu7sgV4FordHBubjOfolNJrUlMDn7zSPrXGNTrsAb++1159znN9zwSOFjEm8yqzEifq6ty3EQQhdGQNSSh/vHZ9dEs1AWP92zRZtrXrUKePRuI0YJcOoKPRTwN9WrP9QTSMHEzFpjqqkczVa+wji16jocNDsOUXYwz3vks0qqtmPwBqQkd1PFbbdSUjsZnidWQEnnwSvvMdY5t8YwrHpUuMvxHNeD1uvsV4bSxRyEue3FQzJhIqbNzonL/ueYXDAXNyFTa5vGdCIxaDlStzO8YjPzMCBoIgFBQR2kL5Yy7FOrS7ThOoXlJNAIZyLzwZQDEKfdHHrR8wn9u6NuUcTLPgzknsRqNGJNfpGF47EsZHZrB5xyksOfaspwYeKkLHfE52kWdNMyzpMqO8um5Esp2GMzxsCPH/6C0Ov9aIBh+7xDCaybSQjUa9tRxftcpYbbDDvG5BrSioko8osuvnQLNPnQoNPQH79ud2DHP1TcS2IBSUkksdEQTPpC7FWhtcpAtUr6kmdYqNjGpmwsgxy4fqUTtnfes8aNpkX2nmIalVyamhzTkiGtFg+cXqziVTB9fZP7aQ63iQLTVXMTAyw3Hz2qR1W0+Pfc6t2Rp7zjXw/kvGfVYNPk9bDNsy5kZHj8IRxU6Hr7wCpy/LzdovSPzkJWeiaXDlJ+AnFtkKWkp03C11Juiob+rxUl1MonVg3XLMO7k6loRCAOloroXegiDkBRHawvQgFjPyqrc/kX6/lUD1mmpSrxjh3LjR+LEbHID33oOndk4+1EgfUfoZIIpuEVpLdXpAS7URy3YTSC3mO3oinOLQdMOvU0Mqq1YZntReCvRAI04DdQxzy4wfsHP5n7Njh40Q0I2UE7MfiFU9aqqn9RlNEK+1eE5J3+gzLJ7TuwOw55D66JvyVRiniNe8ZCtaY/DpTblZHrraEibfx5ddBg895NDiPiO/PLMuuaoSbvs0HOyGlgCsGIP4HARKUA1H7Aq9BUHIGyK0helDLGZ0Z4sDn/ykUSxkZXflVvWf7Kw2mWpibu8UgWqIGj905rl6etKEtobOejpoZxMaeprYtowo2rgJZBbzjV0IB56YEqZW3sa5RkQjyWioVf8MNwaYRSTew8ea+jh1U7N7gR8W3saTFoxT3sWxWMTTc/Iaic1bYVyeabV5L3gpAl12vs0KR8r7OBYzjvngZuftnHy3AR56GK4iGCEcxMpAYATcqjow4S4IgmdEaAvTCy0CJGDRIodE3oxUE6v8g9RUk0yXALftwVLMt9LFJtp5nLZkYaSBakTRLObLzDM2henKlbB/n71bYS4Br1jMyBVWEcqpTKbMDA4SWzIldOIDxor3sFWUPNXbWO8kssXagjESiyk/p8lIrOLY81oYl2esLA9VsHLDTCUzOrx4kWHh5xRFVvFp9+tOYkVEM94Lptju6y2Q2LaZ7G+98JPKh7jsmZ9P3QhauAuCoIwIbUGwwkw1Uc2F9rq9jZhvpYsWuumjkYGzzqP+Q6fReOGpaBXO+ZWOxXzJ+3Y9nf2Qp853LqRGBOMDRlO64SEzUTR7UDUM00iyoHSWoVzNFIieHhuRPbW74Uqx+Tc0Z3bd89HtczJP1y0qr2iZN91w6w66eo2RYpQpWN2iyDt35tfjOojW8IHgMNmvPvSm6+6jC+Ymj0P66psgCHlHhLYg2JHWUlmhs5qf7S3EuRaBpkQvvNILrwC73X/pfduqKXa+Uy1ES80VnlFpCldrsT1CLd20Emt4I0sIKHsbYxFa9lkEZkblf/FLm3zzQhXGFTmuUWcNnn/e3r3GLr+8s1O9yPY3v4HXkjn2zc1TNoheCKQNe5DYTd5V8eFEJAhC8IjQFgQnvHZW87p9qjjv7oI9ew3lkopChLarW/2UWbhEBf0WorW0ml0M7RLddTpYR8vlbxLJEALK3sZ2bi0+i8DMCOvOnUZDndQmLgUrjMsXk7nu3tp1h9FZcVK8K9LZCSRd7HY+BTW1Rt2A6msVaBv2IDG/H3p6YPODzttGtPTvDrvVNPN1HhqCM1qN21pF4EMXBMFAhLYgFBotYoiahx9Ou1tHM1JI9HrqGaSxYwuaRYS2qxP2qHZZdMAqipxLIVpfrxkZtjcojtPAjncaOLM2PWXA1b0CnSjxqdQTOwa9Vy2a/tSrVhVJYVw+yCFnIozOirk2vhkZNlZTNilmDxVdG/ZUtAgsOBOuvBIOHbOvG7nuOmOGMTgIE8Ow/tzsiVLq61xVBV9uhXvuhUs/XsYzSEEoLCK0BaEYyPDN7aI1uygy3s/6nUdoveTUyfvM3OwgyIwi51qIpiqsdj5l/Jeq61y9jXVoo4OIazt6/1WLQVjmlQSdncaKSealVMx1D6OzYlCuLh0dalHoomvDbkUsBrVj8P6gex1I70HQMmYOdq/zoPeaBkEQ1JHELUEoBlLst7popZ1NxEn35x4gSvuTp6S1AQ+k5bVN5zsvUT4rvDpzmLmwZiM709s4mmGYEI3Cpk06seib6t0+BWv0hKFGHYpo2dLhYHid0lnRAa+dFYNydYnH1dq4F2Ubditmz4ZbboYbboBrrzX+3nyzu0AO4HUWBMEfEtEWhGIgab+lo/E4bcnfvnQVqaOhoU9GkTUtoAibbl3gp5r3bTcG9/SP7HFk5sLau1JEAA8WjII1bh0IFXLdIxosWWrtamOyZIm3tBvP7x0HVD4jqo12isJtxmsdCATyOguC4A/5FRLKFz1hFBHt32f8LeZoTdI3t4+mZLqItSrR0ehPiSIHEWGrqTXEbCoJHfa9qLb/0FB2/SZMpX8A9pHnTCyi5GYKx9IlGW4SpitDZmfOaFSWwVVRbWTisF1CNz5iTuzfb/0escPXe8cGlc+I4/nKwW0mgNdZEAR/SERbKE/sirvWb4A5Z/k/rk9nBleSvrkD7QeUNjejdGYkbmDAxkNbgZHh7CKvvl4XH+sUtnTA7l3ZdXMJHWpqYPlyQ7SrHg88ROrTLBWnOkNKJFsR1UYmDtuppC/5KSS0a4vuBS9R6KJrwx4kAbzOgiD4Q4S2UH44FXc98hDceJv/44bZzSIWo35NLSh4B5tROk2D9cmiQU1LF9te2mZnCluvKSmZXsNWl6q2Dpqb4IDCXMJTpN7PUrpgYNOBcBKFhidhFhJmpg7V1Rn3jwyp7d/W5i0KXVRt2IMkgNdZEAR/SNhHKC9Uin7M7bxgivfM0NpA3PAR29IRSHpK46omolEdzSYxVdOgIaOwrDUZiau3KBpc0Kx23kxh6zklJTncji3w0gFDdGdequFhONBppKo4FTF6LZwTcsDsQAi2KRNuue5hFxKmpg6ducD4b9Ei47Frrkm+nzKoqVW39nM6n5/GN0VJAK+zIAj+kIi2UF6oFP0A9L1uhFdVUBHve/Ya/+UY4TYi1Br/diiadniY+j08bTFsy0zDaITFX4T+fhgbMyxyr5sbZ+uQvyKvxiaorfWW7mHmVz/2qM25UhtEmv+2eIIlnQtbith1ILRreJJBIQsJF7bA/2g15rg9PcZ9fjtDlj12r3N9FD4uPtqCEBYitIXyQrWYZ8jDOrabeE9F0XvYidYYLK6F9qcWpuueBkOEnuFw2JnJv6O9B9E0Q7g7+lFjLWwjGmy4Ah7c7H38juJcN3LCV6+B558rw1zYUiUt191b/YGr5znhTp4i2lSk2wsJvQxTRNxIfZ2Hkvk3X74RItIZUhDCQoS2UF6oFvPUeVjH7u5S39aM1G7pMH7QfC7Fzp4NN98SjBDwW+S1eBG8+RFn2za/nHRScM9PCIgcct1LrZAw7HKLosZ8nXUd+hOSLiIIISNCWygvVIp+ABrnqR1PT8CLLt5lWfsQiCdtZmfChG4sj/sRpnZFZUND8NqhqX9nHveytXDGGfDoozCsWICmQv2sadR5cZqQSyFhPqPLnZ3J6HvG90NmQW/eCcvRqNjPLQhljghtobwwi36cGpmY26nQ2+cxUTmFAD1pLV08amHpOUbgXEWYmMK2sxN+9oh9NkxmZG9RDFqTAqqrG377bA5PpJgafwiB42fyFFR0WUWsJ3TjXE41BKkNk/JGIUPs3Qfh8cemaXhfEMJHhLZQftgV/dTWwhWfcN8/Nbrz3nv+xxGQJ61dBG54GPbuMf5T/V20O1YqVpE9U0A1N8MCvw5gUuwoZBBUdFlVp7p6fuv+PL9zwsmONId6j61DUecNdJ1KjvJk7zFoWZ39+KFjUDtm5LEJ1pjXcCjqzU81ZIaHJee+mBChLZQnsZiRg/jYozCUjEgPDcP2J+D3F9rvZ/WL7ZUAPWkdI3ApqAgT1WO5RfYWtkDiNbXxp1Ks+bpCYQgquuxFrIfp+e0LN0cjn/Ue1U0O33Hm4SeOkzj0PFU9b6GNT2RvoAEfDMLNN0saiQ16YpzEa89R1fghtEjxyKkJ6fBZVMinRyhPOjsNy4yhjLSPwaSA7j5ovY+VV7YfAvKkVem6B6T5WNu1ulY+VvJ4ma3QM4lGcfTDro/CZZfDhRcZl+PP/0xEtjCFl+iyHa5infTPRNie355RsSM16z2Cpu+w8+NhnlsQphEitIXyQ8X3evu29OYyTvt4oa42J2u/TDxF1lyESdxHkMPp/GvXJv9h1QBDh/Fx2Ppf8MxvjKDc979vzGUEAYKJLr/u5ryZ8ZkwPb+LpmGSauQxjAjlkGJ182C+wvuCUJ4Uz1qHIASFiu91PMMVxItXth11tfCVW6EiuPw4P5G1gUE4PSU9fLTXiN7XxeFij17Dp07AaKZw13UqgeaaV/nCFRovvwKjo1MPz5gBx49nH0sDDj8D0WFJ+zSv4Vjfq3nP7bysLoAVmxTM9xckHeNSmiY1NNg/vVMn1N6PTu/BiiOvcvEC9+tX8R6MJjfbdAm89FLyMCnbmEdZvBiO2wRxVVIyPKFax2G13WQtySDMmpXmFJL6mtgyMWy8B5tPhwmHjrYTw6ByvOlIAT/HTowGaREl5IwIbaG0sbKl8hMlyiViZH6/XvGJQEU2KHTdsyBVnKeKqn1j0PeM2jG0pDvIdeuzfz/GdZ2d/bCmLk7lLA29Md028JFH7OcsmgbvHITP3FxUv0t5J+0alvCFSH1/dXXC4xYFievbjCZMmei18Ho7DAwYAj0TlffgCi3Oy8+4X7+PLoKmpKUlddA1nD3WhmRDqFabaPbWoSijvQeDFdsqdqRW9R4K1Z9uE6rxGtgZhzW/fYzK0TH7c68/F7RgJ2flQrF+juP4dMoSQkGEtlC62P3YnL9Mbf/UKJFqZGnNanjueV+tqv2Q1nXPjRTrPDMil+o8cPQkGLtQ7bwaNq3ewbrS/hTjv6NH4UiL87HfAx58E044QW0sZUmRuhX45cgReOkQ6Bmv/fvAvx0yOp1arWLMuQbed4guu70HXz45ivZRLW1FxYqngYOpQb5GWPzF7Oj7YQ0OOwQDA49oq9iRZtZ7qLiU1CpM+LUIkJg6l8q5BUHwjAhtoTRx+rHZsQNqa2BkxD4KnBklUo0srVpl/JfH5g52Xfeyxoe1dZ4pDk5phANPuGfImIExu1bvTpX27w7AnkMuTwiYuwxOm8Ze2sXqVuCHhA7tDzm/N1/6wDCvyHxvntEE8VqL+XIyupz6Hkz1yY7WjTOP56hu+hCnHqtkc7vzGA/YnH+mw3PK9OQG/w2jHLGzI7WawOs6oy8+A81zqT70ZvpxUl1Krtqgfv6rrrH20Q4peCAI043S/oYXpicqllip/7aK1Fy6Nl0cp0aW7EiN7uS5pWFq172ubti3L71To4p1Xlp03GYCsnqNMY/wKyCKztVBCJ1cvalVOkpmLl5VVcJtn4aD3cac2g0v3thWC2U1tcbfkZToeqA9XWIxw8LPZQJ/2ZF98OvNbL3wk9bHMZ1C+vthluLkv2UhtJxdmM6Q0pFSmAaI0BZKDxVLrOER6zSP+mQqRUtyCTjzi37FCtizJ90jL6IZ9xc4upPaNObyy/21rLaLjpsRxFyfomtOuXSGLDuCcA9x6ij50gHDqdOKhx6G887P/fwmdp7cIxbpK4G3bNci7jMB1VqSsTHs4/U+zx00heyGKQh5RIS2UHqo/ticdBLccnO6kG6cD+b3umpzGl2HXbvgjHlF8wPgp9W1iUoE0SupS+3LzocdT2K7miCdIcuLMFcxDnTCT3/qvM2+fcGcX7mhk0khWrar1pJUVYU7jlwJqRumIBQjIrSF0sOLJVZmpEbXgYTRsMbqi96KHDq0FSu5CPVMPC21S2fIsiOsVQxTizmiGylUmmbtXOLl/J4aOqWcP68t281aEjvMWpKGBqBIuwOG1A1TEIoVEdpC6eHXEiuVbdu8NadJ7ZLm9ItaZjmHVkVhqYE726X2EePv6jXGwkKgxWNCUZGW+x/QKsZkdFkRW5GN+vlzabuet5btZi3JoWMuTiEF/KC5fQd66YaZ73QWQQgBEdpC6aFiibVsmdGVwk7sDvj0hXVKW8lzzqGVCA5SyNo9nQ1tcNYMhfbXGjz/vLXbg1Be2Ob++1zF8BVdtkCLwDXXQE0N7Nvv/DnJpUA3r8W9sRjUjsH7g/ZOIYVqMKPyHVjIbpiCUABEaAuliZ0lVk3SguDJHVP3BSl27dJW8pxzGLamt4tUxweMArTbNnlrfy2BqfInyNz/oCLEegIef9zCocfic+KnOVTBintnz06pP8nuDFkQVL8Dc+mGKQglSOmuaQtCLGb82NxwA1x7jeEyMjxi/JeK+UXf2en/XBrQYJOO4pZzCEbOoe7Q5tgDpgjOFLmmC0IuTxMUItVJgnCbEMoLM/d/6RLjb9g2kSpkdqN2+pwsOx9PIhsKWNxr1p8sSV7sQopsL9+BZuqf3TVz+q4VhBJEhLZQ2pg/NosXG1Z+VliJ3XqHL/qscyT/2nVJ85JzmCOuIjj5uFvOqhMqvsiQPZ+xQzyzBa+Y0WXlz6gXku/fji1TLp4vHYDvfifplmNBTe1Uga9JNBqgtV+p4+U70Ez9g+zXVzpSCmWIpI4I5YHqF33f63DCPFi7Ftr/MzvH2wq3Lml5zDlUyV2Nx6GvD1jk7xyqEejaGvHMFsLBscAyhWgUjvzO/nFbUtKaXn4Fdj1tv6nZxAnCrYkoabx+B3rphikIJY4IbaE8UP2iHxqEEzAa1lh90TdEjW4wtXXqziF5zDlUFcGHeqBLA3ysvnrxRQ7abUIQTJyaK21YZ/x77Vr4Txcx7kRXN+zd47zN889PdUuVWgMb/HwHKnbDFIRSR4S2UB6oftHXpajIoL7og7AbVMRLGkbHFlj0Be/nUPFFBpjXCBUVwbpNCEIqdgWWmg6J12DmTFi+HPa9CMMpnu3V1TA66n78F15w36bkCnr1BBw9CoccXJeCpqnRWOKyyyez+w4sREdKQcgzIrSF8kBV7DbOm+oMCcF80avYDQaUczgpghWsz/r7jf88NGIG1HyRze0gnE6TgmBiFUnu7jIsJh94AMbGjftq62DpUli4EB55REFoazB6TG0MJVPQa9oRnTwLnvm5cV8+2pp3dTsXbehI3rUwbZF3vVAeFLrAxsw5rM/o2haNBmrtZ4pgVcbG/J3HXLaPZiwURKNwzdXW4wrCbUIQ3OjsNCwmMxkehr174fBhRZt8D6kmJVHQa9rrZc7Cg3BdcsJ0HHGitsZYPRSEaYhEtIXyQaXAJhc7DpXz5yHnMBYzCrTsHBJSqarK7TxOy/aCkG9UmiTt3RvsOWvrSqCgt5Btzd0K0cGIdkunR2GaIkJbKC8KXWCTp5zDVavguefsI3ca0NBg/JcLVsv2Yc5VBMEJ03Wnyu6XS4eRYZvHfLJhQwms0BSyrbl0ehQERyR1RCg/Jhs5LC18I4eQiGiwvg1DUdukyrStA63YBYIgeEA1V7qmhkA8uFd+BBb7tMnMK4OKFyYMsSudHgXBkfJTIIIAxlJqTw/s32f8DagrY7GQ0A0xsXy5kf6YSjRq9O9pDbD2KaEbl3HffiOqKAiFQDVXevnF3o5bW5d9e+MmuGytt+MUjFmKFyYMsSudHgXBEUkdEcoPs/I+y2+uDVpbfR1S1y1ylQsULbZ6eqbjQmuLMbbjuTehtD1fVSXc9mk42A0tYt8n5BHTdeeYncFFsknSqlVGIfDu3S5z7OT2f/5nySLKUnXNyaPFaPax8+e6JAiliAhtobwwK+8zf2zMyvtNn4E5ZzkfQ0+k5Xh3DTfy+JZIlm5f3xZs1FiFzs6k7V7G8zMdF5oagxUIducDw/nhKsQrW8gfpuvOIxauI6kpU91dsGsXzs4iKdtXVJR4nV6m2E17LPk3H65L0ulRELIQoS2UDyqV99u3wWcdhHZG+LaLVtppQp88gMHAgCFAN23Mn9hWcVzo2GI4hYR+viTm+Uoq+ieUNLGYdc6j2SSppRXuvgtX+75offj20mCshvX25GE1LFXspuJV7GYEGpSLyQtdiC4IRYoIbaF8UKm8d3o8Ixquo/E4bcmb6b+Mum78WJpCMx9pJKbjgi36VBe70wMYj5fzlXQ0UCg5FrYYFpPXXw/xofR0j54etYZOn7oKzlwQ7jg7O+GdF2H3r6fuC3U1zBS7Lz4LjZXexa5T2p2KUJdOj4KQhUw1hfIhl4p6i2h4H43EacCuykfXjc6L+SoOVHVcyKWLXWrR42uHwj+fIHjBfH8eOGDcnteY3SRJ9f04NBTGCKcw064yO1Saq2FdIfWPQYvACSd4d13y2/CmzAvPBSFXPEW077nnHh566CFOOukk/uRP/oRLL7108rEjR45w0UUX8dpr0slCKBC5VNRbRMMHUDtevoSmquPC0BDoPjrZWQWzghyXIORC6vuzqhJaPw333gMfX5sebFV9P4b5vnVKuyrEapgrfhve5BoBF4RpgHJE+/vf/z5/+Zd/SWtrK9XV1WzYsIFvfetbk49PTEzQ2yu+X0IBUbGZikatH7OIhtejFiEP8gfbzOd8910jOJRI+eEzHRfc/IG3dMCevd4iZmb0zZPI1iDaUAJd84SSx+79GU9Gh1ODra6fkzy8b93SrvK9GuaKl4Y3JoVq+S4IOfCDH/yA5uZmZs6cyfLly/nNb35ju+19992Hpmlp/82cOdPzOZWF9j//8z/zf//v/+Wf/umf+PGPf8yTTz7JnXfeyde//nXPJxWEUDAr78G+8v5SG2Nci2h4I31E6UezqarSNKPzYlA/2F2dcNddcN/9cKAT7r/fKOoyf69MxwWDzDGl3x4bNQTIkSPu51UperSjbZ0UQgrh4loEjBEdNielaZ8Th2ZOYb5vu7rVtgtlNUxPwNGjzqkcZsEjGH/tWsxmYgYk3CLgYMz4JY1EKCJ+8pOfcOutt/KNb3yD559/nnPPPZd169bx7rvv2u4TjUZ56623Jv/zE1BWFtqHDh1i5cqVk7dXrlzJE088wb/8y79w++23ez6xIISCWXlfnxG5jkaN+1sWWu9nEQ3X0FlPx+S/U9FSfrCDWPrtUozYxWKwaeXrRMn8Ycwo1kz+feWV9Ki4Fa5FjzZcc7WsDgvh46Uo1yQWMxyBohnz52jUuD/M921Ch30vqm0bePpKZyfcdTf893/DTx8yZut33Z0eXTa3+Y8HjNv/8YAxU1HBDEj4iYALQoH53ve+xxe/+EU+//nPs2jRIu69915qa2v513/9V9t9NE1jzpw5k/+ddtppns+rnKM9e/ZsDh8+THNKRfGSJUt44okn+PjHP86bb77p+eR++MEPfsC3v/1t3n77bc4991z+8R//kYsuush2+82bN/PXf/3X9PT0cPbZZ/P3f//3bNiwIS9jFQpEqs3UQByGhqGu1milaBdhsWm60EoXm9jM46xLFkYamFZiQTgH6Do83mH8zX6QNNu+CAli+zbTwgC/4SK20Gax09RxR0fdXUFUo2qrLoFTToFoHTBhOD8IQtj4LQKOxYzPTGajqbBXYPp6DV97N+rqAk5fSXVNOjlFwZupHBs3GbfNbaqqprZxG3BmwxvVwvMwWr4LQgbxjElfdXU11dXVafeNjY3x3HPPpQWGI5EIa9euZffu3bbHHhwcpKmpiUQiwbJly/i7v/s7Fi9e7Gl8ykL7ox/9KA899BCrVq1Ku3/RokVs376dNWvWeDqxH8yw/7333svy5cu56667WLduHd3d3Zx66qlZ2+/atYvf+73f41vf+haf+MQneOCBB7jqqqt4/vnnWbJkSejjFQqIFoGREdi2PT3ycvJs+P0brfexabrQ2vAGLZe/SV9tQyheuJ5s9DAiSRGgDjXbBDehohpVO3OBIdj1hGGtJgj5IJfixoiWf7c51YnB0qU5fIfoSfuVwUGj/fr8+e7FjGb+jVuKmEp3R9XC8zBavgslycr3f0v0WG2gx4wPGRPE+fPnp93/jW98gzvuuCPtviNHjjAxMZEVkT7ttNPo6uqyPH5LSwv/+q//yjnnnEN/fz/f+c53WLlyJS+99BLz5s1THqey0P7qV7/Kc889Z/nY4sWLeeKJJ3jwwQeVT+yH1LA/wL333sujjz7Kv/7rv/LVr341a/u7776btrY2/vIv/xKAv/3bv2Xr1q380z/9E/fee2+oYxUKjF2HyMGkou0+aES9M7FpuqBpEcKqnfIWsZvaOKhizcYmqKmFEYegVk2tFD0KhcEsbowPYNtePBotnven6sTA6uvHFT0BO3fCsZPg5ZS0jNpa56i0Ww+BVGprjVVAE6uGN4Vs+S4IGRw+fJhoitFBZjTbLytWrGDFihWTt1euXEksFuOf//mf+du//Vvl4ygL7c2bN/ONb3zD9vFoNMrTTz+tfGKv+An77969m1tvvTXtvnXr1vHII4/Ynmd0dJTRFONTc0liXNcZt1zbzx/m+Qs9jqJHT8D2J2BGVdZD45XGfeO/+hUsPMvGY1aDpoxf7RCved0sqMgYakWFTlXleNp90TrQqYXKCgDm8waz+YA42U4qFRU6ldU6M2p05s8fN6LQOrzeB4NDMKvO8CCOaMZTq6qECYdvg6pK47LqGuiJCWDqr+AduYbqaMCGNnjIbLuuQ1Wlcd2qZkyABhvWgaaH+jFVZv58mH3S1MSgokKnoip9YNEozG2EcS/j7T4IHY8bK3XLNqAnvwcAo/o59XZFhPGq7O+/VMaT34/jmd+TbeuNAMPQoPHl1DjP+J7UM8Lc6zfAIw8ZN60i4G0bjBvF8KKERLH+JhfbeMImGo2mCW0rZs+eTUVFBe+8807a/e+88w5z5sxROs+MGTM477zzeOWVVzyNT9N1tVeksbGR2bNn86Mf/Sgr7eKf//mf+cu//Es+8pGP8Pjjj3sagCpvvvkmZ5xxBrt27UqbYdx222386le/Yu/evVn7VFVVcf/99/N7v/d7k/fdc889fPOb38y62CZ33HEH3/zmN7Puf+CBB6itDXbZQxAEQRAEIUiGh4e5/vrr6e/vdxWgYROPx2loaODwoz8hWhd86sj8Kz6t/DyXL1/ORRddxD/+4z8CkEgkaGxs5KabbrLMishkYmKCxYsXs2HDBr73ve8pj1M5or1//35uuukmLrjgAr7xjW/wV3/1V7z++uv80R/9Ec888wzf+c53+NKXvqR84mLl9ttvT4uCx+Nx5s+fz4pohGhdYRtpjus6u+M6K6IalUXR5aBIOXAAfv5zy4fGZ1Sx+wu3sOKHd1F54QUwe3Z61KZAHOyGhx8x/q3rMLYsyjM9H5qMDl1zdUrxYfdBeHgqknSQhWxjbVpke9XCV7nq9DhvzIvSM/IhIxqYOaVOHvuCC+DZZ9zH+MlPwaJFRhRW73kBrfnDaJEK9x2FLOQa+sNclRkemmDhzBeg6cNEKirSVmvMeMjwcPrKjR0Hu2HbtuyeK2vXuhf82q0SpR635aRXqXo+PnXcSz0WEusJuOfeNAu+J5dtoKrnLdtdxppPZ83zj03doQGzooBupMTpGd+Fx8eMbeqj8OUbvX0X6gnoez07Aj4NKNbf5Hjl9Lj+Xrn11lu54YYbuOCCC7jooou46667GBoamkxH/tznPscZZ5wx2SPmb/7mb7j44os566yzOHr0KN/+9rfp7e3lC1/4gqfzKgvtaDTKj370I6699lr+5E/+hJ/85CccOnSIiy66iBdffJGmzKX2gPET9p8zZ47nZQKralWASq1YPkh6EY2lSKmrg7Exx00qj49RuWPH1B0F7ma2qBUinzLcR+JxmJjQGBuvJBqFZefD2ISRNt7YBJHYIgwrEmPjFjo5my766mIMLF1JfcsZzEFj0SyNmD7A3+59jWU2dRsaUPk+LJtv/Xgqsydg7DCg61QCx1/vKZK2diWIXEPfzIkAs3QYh/E3ejjyvsbLr2S3Ojc5VA1nn2XMqTM5cgR6X4KzGiDFVAgN6H0GZg1n71fdZFiEujVFbInB2a3w3osasTM0/0XUvYfh/QxD/IkE2rhD2tFEgkrzO3Cyh8DHjb+b29M2rTw+ZghtgI9/HLxO/LQKaC6SBPmCUHy/ycU0lmLi05/+NO+99x5f//rXefvtt/nwhz9MR0fHZIFkX18fkcjUJOV3v/sdX/ziF3n77bc58cQTOf/889m1axeLFi3ydF5PLdgBLr74YpYuXcr27dupq6vja1/7WugiG4w0kPPPP5/t27dz1VVXAUbYf/v27dx0002W+6xYsYLt27dzyy23TN63devWtNQToQxxK9SxItUCKyixbTaFSCmqdIr0tKbYkf1ah5nN8NxzsOPJqW2mfshTizYHicyaRXPK8UeTnsIPvhm1FSBgXJ6x4zBjBowfn7pcVc/EGbvQiJBrQHW10ZxHEIqJ99+Hl15y/piPjRrbLF6cLpp1HV5+xdmo45VX4OSTp8Rxqshu30zWzqbvvenVHdHghBNgyRm+n6J3i7zM5fnMYkbTWenYMfttBKFMuemmm2w1447U4Btw5513cuedd+Z8Tk9C+z/+4z+46aab+PCHP0xnZyf/z//z/3D55Zfzp3/6p3zrW9/y1ZrSC17D/jfffDMf+9jH+O53v8sVV1zBf/7nf/Lss8/yL//yL6GOUygwNp7Yjpi/rFs6DAGb69KnW7jLbugaNDXDrl7YsQOXH/KIq3fZ2BjsOWTTpCeF5ReDWeZwcfPBSZG9p8fYd9NGQ/gD6IlxEq89R1Xjh9AinufqAnINc8W8fg/v+hBHPlC4fhq89AHcfLNxs68XXjsEO61dvdJoWp4esHXtVJnqe58U6FuHcsiTPXExXDjuvh0Y3zGf+hQcfpmtTTcZKr/hBOOLxXQDbVwOX7wI+o9SCTz5uduytxHU0HUqOcqTQ9GiWpkaHpZ0tGJC+Rv+2muvZcuWLXzrW9/iz/7szwD4h3/4B6666io+//nP89hjj3HfffeFGi32GvZfuXIlDzzwAF/72tf4n//zf3L22WfzyCOPiId2OZIZPW5tsfTEdj4GU93McjHftbMWVIyam5E2Lz/kdrgYD0zS2mIE3Ds6pu7bc2gh0QajMY8EuoRiRLmjadKLfudOeP45b51QM+03PfneN09FwX3TmIAnnlZboRs/Dj/+MZPJjw6T+8nJ3tLzZbLnk2KdME9Io6CiQvmd8fbbb/Pb3/6Ws88+O+3+lStX8sILL/DVr36Vj33sY4y55MbmipewP8DGjRvZuHFjqGMSCoxT9PiWm6cE+HvvwZ5sd5oscvmS0hPujSNcouZ9vfb5puZxUn/InWhoUPcgjmiGeH/vRSMS3nJJfjrpCUK+SE3DUiXTF9tvp0rfqKzQVVUZH9rhkYxBhJASJwiCJ5TXx3fu3Jklsk1qamq4++672bZtW2ADEwQlzOhxZojJ/IHp6jbU6JKlsOBMtWPm0s2st8853JUaNbchyB9yTTN+o40bmQ8af9rWTYlpM6f01FONyyYiW5jOWDVqyqVTpW/MrrX1GSkotTWw+mNgl7ZpivItHUYQQBCEvKMc0U5NybDjkksuyWkwguAJr9HjpsbsH6pUguhmphoNd9gu6B/yWMzIsbYM+ktaiFDCRKNw5HeoFz0HQME6VWYUQDNrlvFd1dsHO35lv19QKXGCIPiieJKKBMErXqLHzc2G2F671njMJrrLurbcCiFVo+EO2zU2QfWr2C8T+/ghj6U4mgwMMmk15iVindCN/YcGoXWmcVtKboRCsnYt/Odm1IuePTIynJ2iFUmuErVbnddilShQNIsC6EHFJTDV7QRBCBRxNRdKFz/R45ZkYdKsjMh2NBpMHqNpLWj3I6sBDc5Rc00zfH8nt8/cH38/5BHN+I1eusR7WkhnJ9x9F9x/P/z8Z8Z9995j3C8IhWJhi7FaE80h28sNqxQtc5Uo87zR6JS1X96Ypbi0ZbedrkNPD+zfb/yVFBNBCBSJaAulSy7R4z+9EfoOZ3tce/S+zsKpcMlD1Hz2bFi5EnbvNn4HJw+hwYoV/n/Izai0l6i2qmewIBSCzNWadw+8x687Twns+HYpWkGsEgWCW98At5S4e/4PfPC7qdsFbt4lCOWGCG2hdMnlB8ZqCdan93UWZuGS1bEUm0IcOQK7dpH1vPSEcf+8M7z/Dro9PVOEV7xnmBickrxsjp7BqFsNCtMbP5M8VczVGvQEPY/v4NcE4DSlkKI1eV4HRnsP5j4WNy5ZbnTlsWPxYuh7Jf2+I0eobKhg7KQ6aKhJf+yZX8Pw76zbaQpTJDu8jvW9WlQ+2qPDYoheTIjQFkqXgKLHQM7e11mkFS55i447+mgnURa3yWXhzu4I7XvMPutTO5lR6ZUrYf8+Q4RfvMB47MATRvt3L57BgmBFUHNYV3r7aBzuJEo/caJY53DpNvenEHCu9WV1Hoy7/VBXBcMzsy9yQ3Jy31QFpNyvJxj/xf9l5+/fyJrnH5tq126iAQd3GB1+cm3eVcaM6zo7+2FNXbyo2p7HGS70EIQURGgLpU0A0eMgvK8tsYqaKxCYj3ZnJ7ypk+jqoYObzUFlHQtg19PZu8cH1H2HA/MMFsqOvKYeDQ4SQaeNDtrZRLaoNgaxetE7nBQ7jfpZMDQM/7WlDBx5Uif3A3HjidXVQk2N8R2X+t1lbmOHOJUIQmCI0BZKnxyix4B395KQURWtcada0CNHjEj8BZ+kj0biNHgfiAcXh0A9g4WywU+78pxIFvzF6GIT7XTQlvbejxKnjQ5iFy6H5qndYjGXtJbJ2o0UW71ijPRqERgZgW3bnZcPArAhFQRBDRHaQnngM3oMQHeX2nZ5+tFRFa1bOmBGpUXUTU/AK69MipsBQrRkCMszWCgLvLYrz5mUuo2Y3kUL3fTRyAD11DNAI31EGuqz6jYcc63zlvcSAKopcAHYkAqCoEYRTskFIY90dqq1ZYe8/eg0NkF1Na5ppMPDxtJ7lsVeb19a7kk9IU4QdFi2zKjD6ukxIpiCYFKwduUAGkTQaaaXpeynWeslounevPLdOs/69bfUE0lLvX3BWeq5pcDBVIdIleZdLjakgiCoIRFtYfpi/jCpYPWjk6sVoA2mj/avunFvxJFcmk9bes9oTNFIn0txmD+qq6GiKj2Pu1gDfUJh8NrlNBBnkoy6jQSaEdWeeSr1Fy+msbVJLcIUVu1GWBHynTu9pcCF0LxLt3j9iqhGUBAKgghtYfrilpudSuaPTsjLybNnG0Viv3wU3Jya4nHjN/Zjlxi3E3WzOEoD+1nCURo4hbccisP8MzoKY+MZYxFvbSEFL+3KA/1IJes2OnceoWPPCcRHqmAEeBKizyke02PthtIkIWh3o9TjPrlDbVszBa5lIfQnjOZdo0emHvdSSJ5CVyc8bvH6rW+DVvkuEKYxIrSF6YtqzvXFy9N/dML6scwgFoPj4/DwQ+7b7njSqIGqqYHnnmti8cljHOBMxohygHW00WFdHNYAS5YkPbsh9zbWYRS4CSWLarvy7q7gnUk6uyK07zjV/zE9tDZ3miScWZu8I6wIuZeVOchOgbNr3uWBrqSzjJ7x3AZSrrWIbWG6IkJbmL6o5ly3tE79O6wfSxu8tJbeu8f8lwYnT90fJ0o7m9hEOzdzN300MXDxWupbzpiMus07I1so+Ea8tYUUzHbllkJ0nfHxuvsuAnUmCcTtRLG1eecHp9K+I/tcpqD/whVAHcG5G2WmrOkJ9Q+uVQpcLoXkGOL68Y5skW0+pqVca0kjEaYjIrSF6YufzpJ5tgKcXHrPSQAbocQO2miJvkVz20UQOyNti9R20hXvGdHxPYewjUKqIN7agolTu/KenuCdSQJxO1H4fkjUN9Dx3CmOgv6VV0BvBC0ISz2r0HlNjf32mfjIu3bD7VrrOvQnr3VTc6CnFoSSQFxHhPJDtaI/w6Eg/bHk38wfpjz7z5pL77mjEaeBvqv+3Ha93LQ4O/VUaGqCTZuyI+rRKKy6RO2M4q0tpGK+v5YuMf6akeQwnEkCOabC90Pf+VcTjzvMPnU4NmqIzJwt9ewcUEZG1I67ZnUohRN5d5YRhBJDItpCeeG1oirFoUCPD0x57tYmaNywBC1znwL4z7a0Gg4fjt0iFYkPqs+t7aKQegIwo91WiLe24AGvziRBbvvBBy4buHSeHZhQe5MPDAKLfaygmTilrKkQjcKqVT53diaM108QygkR2kL5oFKk2NqavV8sRpfewuOPJYgPJT8SQxDdAuu1jCIeP+kmOeLakt0Dw8Petrdq5KFrMLlG4FDgJoWQggpenEkCO2aSHU/Cqae4BHrTOs+md4as71EbT/0spiLkm9vtU7LsUju8OCSlYh63LfiUERPzWg8MWOdpazLxFqY5kjoilAdemjVk0NUJ7Q9GpkR2ErNiviu1J4WfdJMcCXLJtbbWfRtVrrnaOrVErP0EL6SlR1lNznTvEzfllKtkoZ5royWzYHBJMu8l+fk2RabT6s7M6hSRaUbIM5vFRKPObkWqqWiZ+dpuxw0ATTMs/Mx/Zz4GxusnhZDCdEUi2kJ5oFqk2Pc6nDBv6m4/FfMuy8lB/6gFueTqxcUErBuImJdhYQucbVPgJgheMJ1JfvFLGMlYdanxOTmMxWD16vSGSlkkiyJ7eoz3rdf3sYp94VlnZYjMtAi5oqWeairaxuuM4wTcRMuN1uTrZ+Wj3bZOrP2E6Y0IbaE8UI34DA3CCVM3fVfM+/mx9InqMrgb0QZvy7d26e4b2uCsGcZtq9QSKwLp+CeUPVZ1fSMj/r20TzpJbbsHN6ef20ujHDf7wtlWEwWvlnqqKWsp0fZ802pT0yGRbGG6I0JbKA9UIz516eHhnCrmc/SfVSUtauYXzdvy+5Ej0P4olt7ADz0Mt21SP3XITTSFMiAQ32sLVFeDMgW+10Y5TvaFo73q47Ull/zuPKJpYuEnCJlIjrZQHpgRH4dcSRqi0Dgv7e5SqZg3o2aZqZ0q1NR6iwbqOrz8Cs757kzltSZ0Y+l9337jb2q+a2eyY1zmqoEpZDo7EQRPvtdecM2hdjgfKOZvJ7GzLwwMv/ndgiAUFIloC+WBp4jPVEGkW8U8QF0dzJsf0rg9YEbNdu50yTtNUlMDZzTDZX/g7Ue/v9/F5SR5nV7vg+Fj9tHqltZwopRC+aG6svT008bf+YqfR8ccajeKscNpHlPWBEEIBvl0CuWDj4iPU8W8ydAQfP/7Ge4jIaLrcPSodYQ4ohl2uG4FYlUz4C/+wmg841XEjo2pbXfwZedo9c6d4UQpheBwWo3IJ6orRq+8AvffD/feo35sczUoqxBY8XNRdI1WJh1QlhY0J1sQBDUkoi0UDj0RfGTGR8THrmI+lYGUnM0wK+i7Oo1xHGlJtkAnO5+5rzfbmSGTsePw+mHgFO9jqKpS227fizhGq/fuVTtO0QmZaUIx5c57Lfg1x3ywG1psxppZgPvnfw6HD0NXN+zdo3YeKHzamCAIpY0IbaEwhPkr76NIsTUGZy+E733PuqmLrdVfgHQl85kzU1gyC7M8FXD6ENoNDUYnSreldrf0ErfJgIkImfxj5s5bFbv6dfjIhckUj3Zv+23bblhMZq7a2H29XL4OOg8oHrxUGq2EEbAQBCEwRGgL+Uelg2MBCnteP+zcOdHW6i8AnPy8M/OZvRRwvuVjLJoGZ58Fv+rGe15rBjU1MHLM5hilImTKjLAcPnIlFoPlFyejzYpY5VA7TSIe9Ojc47vD6aT4HYSJYaglHPFbTMsSgiBYItNeIb/k0MExbJQjxYfeg/37jKTWgMbpxXXBcze6DFTycmfPtslr9cjyi6fGlDlGkFbthSAsh48gaG3xvk/q59Z1EqGIV6eeNDo74a67jWTyn/4U/vu/jdtBW+yYAYvMF9MMWIiljyAUBRLRFvKLagfH3r68l/orR4qfehRIqpCAokde0kF8daNL4iUAZrqc/OY3xtzHE8lo9apVcOop9s08JOiWf3Lyjg8ZP82ZUj+3rpMIRa67Ds5c4GPHpPhN6Bp9NDFAPacygR4fQAtytc4tYKFhfGhbWySNRBAKjAhtIb+odnBU3S5AGucniEaGGEjMQrcIF2voRInTSN/UnQGlu3j18/bTjc5PXm5EM+wNPZERrXZq5iHkn2L2jvdqx5fZ7TTnyYE21WDRM0nx26m30kEbcRoAuJiDvM7JrNe30BqU+C1EwEJywQXBFyK0hfyi2sFRdbsA0Q73sT6xl3Y2oaGniW0t+YvfRsfkv4HAokeuft4W+cxeutF5ycs1c9HfHTCO6VVoR+uzI+SqrdqF8HGNGhc4d95uEplG8qO59tL0CZunyYHNapDvdKbePjrjc2knu23qAFHa2cim/nZagxC/+Q5YSC64IPhGhLaQX8wOjgNx2x95olFju3wzOEArXWyincdTIlIAUeK00UErXdn7BRA9Mv282zdbpHw4CABVAaual7tzJ+hvGY4ipr1gTY3ik0jyqat8LrsLeUEl9ajQufOpk8iubsNKMrVQOZq0yl+YkdOtOolYt86YG6ukM2XaBNqtxiQGBumgbepEKehoaOh00EbLwGHPjSqzyGfAokiL1wWhVBChLeQXTx0c80zyR6mVLlropo9GBqinngEa6UuPZFuRY/Qo1c871TkviHxm1SX1HU/CxRkieWTE27k6O+Hdd6G21ohuS5pI8eGWelQMusmcRDY3w+WXp4vd+fOBQ9b7qEwiYjFoVUhn8hLI7RuenTY5z0RHo58G+oZGyHmxIF8BC8kFF4ScEaEt5B+zg6PVL9i6Ai5Fpvx4abpOk1nwqEoA0aPWZCTvwTdh7rLg8pnzmW/77DPpt4tuhTnVem3WrGmba1rsufNOkWQ9AXZ+P6qTCLfVIK81DQO1pyk9r4E6te0cyVfAooiL1wWhVBChLRQGHx0cQ8fpx8uNmTOTYbYAhqHBCSfAaQHmyPpxcwiKeDy4Jiiqy/i2ZIQoE2j01cYYOGcl9S1nFJXQzAfFmjufa0pwrpMIp5qGi5sPogHvvggLaqZSvU5NZK8GWVFfH9AbLB8BiyIuXheEUkGEtlA4fHRwDB27Hy83jh2D73+/yEK3U7guqedBfOfaBCXneqyMXNNOku4Qww2wB9hThNH3aYhKJFnFbzuXSYRdTcPFCw5S9Yw5SYOWD001r9Jr4fV2GIinF1KbaOhEG7Rgi0zDDlgUcfG6IJQK02+9VBDciMXglpvhhhvgklXq+6U2itATRjeYgBvb5IK5pJ7ZhCYahdVrQj55jk1QTPGVKX5M8eXamyMj17STVtrZRJxoxvF0teMJoaDScKZji3WTpSDx4zVuFjSjaWha+gA1TQdNo22dtb+9EnbfKWbAYslS42+Qq4JmOp1DcywaClS8LgglgkS0BcEK88erqRFe+G/7oqNUzOKgX/6iaK2w7JbUAZ5/LplaEiJ+fI4DaRmekmuaQLN1h0DXCtaCXFB3x3m9D+aFOA6/XuNTBc1axsffENmtfj/+hbLXK+bidUEoEURoC4ITqT80KujA8AiQYdVRRFZYdkvqZmpJViZJ8o6aWhhJtVhrgCXnGE4lqvgpyvTSMtw2VWBwSuH30ejoDqF0PCEUVCdig0PAzPDG4VbToDl4jbfaTGZ9R7JV7PXs0keCaDJTrMXrglAiiNAWBDdiMVi9Gp7c4f8YJWCFZaaWvPOi4aNtYro1mOJhKCmGbvyy8TSef04hnd1DE5TMgkfVKLujSJs1pfAHUMsnLUQL8rJGwe1FdSI2qw6YCH6IJk41DaZgdkoD0bSp3O2cULHX++UvoOPx9A9KNApLl8C+/cFEwYuxeF0QSgQR2oKgwkkn5X6MErDCisUMJ4X+/qS9YF2CRvqIDA1C7yyamxrRdUi8ZogRLVWQuKTWqDRBsVohr1XsTGkn0hI69OmNDNRcSP3Ie9ShpqAL0YK8bFFMfXB3x9GJRmFeI5Y+2kHiZhPoOw3ECyr2esMWRvfxODy9K/v+tCh4q7exFGPxuiCUACK0BUGFIKvqi9wKa9JecLgTHrFRGTOm7jIFyS9+mZ5aknq8FSvTg2hWNn3dXdaCfdjimOknsI+WT+m7CLABgHr6qWGYEWqwrPIqcAvysiOZ+pDQNfpommoCFe8jsrmdxHWbDIvF5Hvh8nXw4INY5DAZN9rGf0nk4IdIzLA4V8Bk1jScOgHXrc8hDcQrQX9XpK6stSwM9tiCIFgiQlsQVHDrxOaFUrDCOnIEHt1qnRf68EOw6bKsXaxENoCuw66nYd4ZhnCxC24eH8fRbcISh5bhdjZxA2lOI6bycD+e4INk6kOnnrRSTMmNj9LPEn0/+386j3iKKU80CitXwv7fHic+PKWmaxhhOXtpGf4tPPzflu/BMEitaRjtzaPI1hPJZPSgj4uxstb3OpwQZkmpIAggQlsQ1FBpZlNTYzw2MhJuW+Sw0XV45RV30asbNxK60TbejY4OY9sHHyTr2KqW5bW16RFuu5bhjk4lyRewpmqCGZUQH576GiymFuRlQW8fnfG5tLMp66E4UXaxMqvFY3wAdu3S2ThzC+9Rx16WM0ItI9SygzU8zzI26P/FWTD5HswHo70H83Yuy9lo0AwNwgnhHV4QBAMR2oKgil31fW0NLF8Oq1ZBZxds3py9bwhWWDl3SbSjvz+9GjITU9v0HYYFZxpjUNAD8Tg89ig5rQisazN8wN2es6tTCRojY5Vc9xljf6vjhSqsdJ1KYKzv1TyGSHND1423xtgYVFVBQ4P70PX33uWdBYu4mJc9nUsD3mYB48zgXF7Peuz1inM4i6OM7X8eveFEz+Pyy2V1IQpfEzuXkaCpkyIEQcgHIrQFwQtO1fednbBli/V+AVthhWqrOzamtt2QsaztxZ3DNd9aYf8lS9wnFKpjGhoyzBkEZ44cgZdfSZ9/VVfD2WfB7NnGbSsh3j9WyyjVns+nA8exTsJO1Z9H3td4uct5XEWHk+Wek8tIJtEojB+3X0Gzw1xZa5wHXuYNQVgFCsI0RIS2IHjFqvreLQp1+eWBimy3FtVn1uZwgqoqte3qDDuQfLpzbOmA3bvcJxR+G46kUt0UXrGYnhgn8dpzVDV+CC0y9TUc1iqF03HdztnZCe1WKxEa/KrbeL+B9cQvtkhn76Hgw8tVleOsXv4cP9q9jLHxjJ+xlHEFmQI02nuQrUPR3KLabjNkN5cRk3XrYPlF0NWt7vGftr+5sqbYsbZQDXMEoQwQoS0IueIWhdKA//ov4wcpxwiQapfEL1+Vw0kaGoywoF0uuqmbGucbf5qgPuqePjJzJhw7lsO4kqROKOx+411t4orQWSQsLeN0XHA+p8r77Re/NIKqVhO/vXsKkBaj2i3UI9VNC3NLJ1JpPDMxrnasWXXGd4mZzvaLXyRfBBdqauDKK439VPPbVcYtYlsQbJF1H0FwQdehtwf27zf+pv0+6QnY+xt3r1vTPztHVLsk9vfncBJNg7POSv4787GM7TCEzPo2XDl2zGWeoRndJ+ujDtvA5A9+xxZDCFphNhzJGnPK7WJyFjFXKTJfW3NS0dkZwnHbjf+czqnyfhsZxlGIG6+5nagLKRE5+Tno6Qnn8J5xazwDxnJNnaJpfKpzUSwGG69T22/jdd5Eseq4dcXIuCBMQySiLQgOdHUajhqZEb/1bdCKR2eAADxxVXOPVdOsbZk926Ht8jog/bnEYrBpk72Xtont73FS8F75CSMKuWcPbP0vh/EptEl3azhSLEE41VUKr9FZ1+PakXLOSy9VP5/dsYyJqQaaDrqW/qCNjzm6MekaGbbZRpEHN08FcAuKSuOZ/uTjbjaiVs5Fzc3O+5l52V4bzqiOu4ibcAlCoRGhLQg2dCWjgZkrrAMD0N6us4l9tHqpJgrAP1s191g1zdqRtMLPlLbZegJee85y85ZWOPSacd3GHIxLtEi66E4Vv52d8OudakN0m3hkNhwJ1J0lIFRXKZwmFb6O60TynLkWr5osvxg6D2jpE54GjSVLYP8+64kQQPvmpOpOFeiaehR8ZMQ9zSgvqE6yh4bcbUTHjxu52alPyMl+NBfHI9VxF3kTLkEoJCK0BcECPekNbZXGqOvGb1cH62ihC81t+TtA/2zV3OOGBovH/GBV+GkqZF031uZTRHhEi1BR4SyyzUOsazNWylPFr12hpx2ZEw+7wr5iDraprlJ4cXcBQ4vlSm2tW0t0NVpbjHpgq9fm0kvtJ0LGikSGQI9qrE8KcdVgdxD52gkdjh6F/YemxjlpI+jgyLF1KAonLoYLFfKvT1xstGW94UNwsDvZxcmCQ8egdizdWqVxubHfKxb2MGclbVhS+9/oOpUc5cmhqL0fopdxD7nlfJUhKtewAAwPVxR6CEIKIrQFwQK3aKCORj8N9NFIE732Gwbsn23mHrdvxjZy1bYuT9/59/wf+OB3U7eTVXQDE2qhw7q6dGs95yYzGVgUMx7ohEcfheEUMVEKxgg5OaRMCryUFQctQkKHfftyH1u03uX9ZqZ4WBRDmtuYr5PdhMdpImS3IqHpkHhN8Un4XBFIxSwoXXQyHHjGuM8xhSzjjVd9zgXwxNPuqR3nXGB8TzSeBU/tSc5wbLb/YBBuvjn9e6VpISy72PI9kYmd800ajQlv455mKF3DAjAhKwxFxfT7ZAiCAspRRlzSQaLRwKvyzdzjaMapo9E8LZF3J50XMmciSReC+g8cJh4pZApHr6kOqcWMW7cZq+bDGR2r4/HcignzgblKYRud1SDaYOGQ0tkJd90N998PP/2p8feuu6Gzk77e7GvhiZRzOr7fNhl59eY+mceA3ItOTSG+dInxN/VY11xtGGmo4HVFwMSuoNRMIetq32f7WZh845mpHWBfYJw6Ge/tsxfZ4Fxgba5CLUlesFwEsNdxC4KQRcl8Oj744AM++9nPEo1GOeGEE/jjP/5jBgedvzlXr16Npmlp/9144415GrFQyihHGXH4MVy3zog4haB8YzG4+Ra44Qa45lrjb0inSkdPwLZtNo8Zfxqfe5hoVPcsHFWFUE1t+oTipQOw62mnMTs7lBQaXw4pnZ02liFxaG9noPsN9QEonNPp/VbIid/CFrhuo9q2fvzenVZZzLSyDtahZ17ENEeO5A3Tii/TVsdqMu7y2+Z5u1zwMm5BELIonrUOFz772c/y1ltvsXXrVo4fP87nP/95vvSlL/HAAw847vfFL36Rv/mbv5m8XVubSycPoaTRE9B7GE6YZ0SCmubbRmLMKOPAgI6uZytGDZ0ocRqxiihh7Lz8Im+RntQ8zxMXG8u2DvsXJPdYwYUgEu+nbc17tO841XYzqyinqhC67jo4c4Hx74SebOvuQq6pA2HjySFFT8Avf+F4vPrf7gQ+43re1Wvg+efUXFnM95uZB//SS1OpHIUsOjUNN8LwTM8phcyMOqd6bdoVGGd+zmcpfhhUt8sV1XELgpBFSQjtzs5OOjo6eOaZZ7jgggsA+Md//Ec2bNjAd77zHebOnWu7b21tLXPmzMnXUIVixUyyPHYMvnwb/McDUFkJ5yw1FELGj4aW9IZubzdEdWrEyix+bKMjuxDS73JqZleRC8eN3MhiSzBWjKDFTnqXlStPZffudHcRLQIrVlg/JdVCz1Sx3Ner7ozhN3UgXyiL1Z5eGHZuTtI4epBo7TjxkUrHa7lqlfFf6jnnz4fDh2Hf/uwxuDXVCXIio9olU7VuwY/oDySFLNNr06rAOJOmRjW7vgAKrJVRGbcgCFmUhNDevXs3J5xwwqTIBli7di2RSIS9e/dy9dVX2+777//+7/zbv/0bc+bM4corr+Sv//qvHaPao6OjjKZUbMeTvyjjus64aietkDDPX+hxlBzdB+Fnj4AO4zMM37vxGVVwfAye/63xX30U1q6Flqm222e1wnUfOczWZxoYYGrZNEqctWzjLF5jnAwfvWgULk0eR/V1ShnfpC9fRQR9ZAge/ilwTdq4lDDfr7qOnlDsNpeyL2C9X10teqVR0W7+teLg72bz7G/GmREhPUFNg2d/A41nGMv+pD/EhjZ46GFzHBkPAhvWJe2Yk48NDUKV4rdYtC73vhoJHV7vg8EhoznfvEZ/Ak5PTKT9NdHI0E66xduotwccrr15nA1ndvJQd2zyOGkPMnUtSTnnwW64955sIb12rfHvRx42jpV6zY+NGPdHMF7TIK7RwW4jQ8lqHAtbsq9fawt8ZqPFPg2w9lJzH29jAOM9k/pcKyp0KqqyP9d1HMv+LjCpmsFojw8LmEuWGx6jdrTGoPdl78c10XUqgbHeV4rKMaOkKNJrOJpTgYYQNJquF79q+7u/+zvuv/9+urvTv6xOPfVUvvnNb/LlL3/Zcr9/+Zd/oampiblz5/Liiy/yV3/1V1x00UU89NBDtue64447+OY3v5l1/wMPPCBpJ4IgCIIgFDXDw8Ncf/319Pf3E40W1nYxHo/T0NDA4Ud/QrQuWA0VHxpm/hWfLorn6URBI9pf/epX+fu//3vHbTpzsAv40pe+NPnvpUuXcvrpp3PppZfy6quv8qEPfchyn9tvv51bb7118nY8Hmf+/PmsiEaI1hU2H21c19kd11kR1agsotlzUdPbZ6SJJBmfUcXuL9zCih/eReXxzCVdjMj2l2+cSvvQE3DPvTDosISbuU8O4zN5ctkGqnremrrj+us9LROP9b3Kmro4Tw5FqWq0fq877QvY7qd3d6PPGER76Am04ykR2eRbsm/VZ3ngqfmu57n+evu8WdWoaELPjsBacfU10NLivI0TB7uTkfbM90ByTNdcnR2hd0JPTKD3vIDW/GG0iEfP255e+I//cN/u934PmpuUrqXqdfSFh2vkOo5kysuNfzIBvT6vn0cmX3vgwqZXqXreGJymAbrO1TzCQq3buknMp64yqneHBqFuFjTO8/49oSeg73WlYxzsNhx4BlJqtOvr4bK12ddefk9yp1ivYbxScueLiYIK7b/4i7/gD//wDx23OfPMM5kzZw7vvvtu2v3j4+N88MEHnvKvly9fDsArr7xiK7Srq6uprq7Our9SK5YPkl5EYykBBuOW/cgrj49RadWnfPQI9B2eykXUKuDSjxtWXWD9Y/rxj4PfH3ub8TGRQBtPEbFDw+DFp9V8j2iad3/X5HvLdr+WFvTXnkOrqUMbSfHRbojCujbiEwsYU8hW6R805hlWObgVQNMC92NUAB9f69zkZuVHjFV2vyR0eKwDxo7bbKDBY1vgbI8NUXRAi1R4f30WLDBSjJzytGtrjO20SPq1nJiAZ58x/M9POpHE+RfS93oFrx2CIx94G4YnFK/R4R73cRx5H15/Hebh8/p5pCUGV2Hkpk9MaEyMGU+goQHa1mm0EoOOjKrJhqhhr+fir62EVgHN7pWcXZ1Gy/nMNer+D+DBdqPYNvtzIL8nuVN817CYxiIUWGifcsopnHLKKa7brVixgqNHj/Lcc89x/vnnA/DEE0+QSCQmxbMKL7zwAgCnn366r/EKJYiftueZZv+mvZXVj+a6HIsVVceXg7vAaO9B3/s68qdfhsNvZLkQ1Peo7b6lI72Q0W9zGTvHjto62LABFi/ydrxMwmqR7hstAp+40qjUteMTV6ZFPRM69D30LAMv9VGvG2453bTQ0REjTlBtRB1QvEaqxYeDQ8DMIAamhlmo+t6LEGvM7AyZ6siR7Aw5PJxUvRkHMv21A7bFc+1kq011xxQNJgj5pSSKIWOxGG1tbXzxi1/k3nvv5fjx49x000185jOfmXQceeONN7j00kv50Y9+xEUXXcSrr77KAw88wIYNGzj55JN58cUX+cpXvsIll1zCOeecU+BnJOQNt+p9K6zEbyyGvrCFvmfeZeB3x6k/cQaNF55qaJmeHsvWy4GML0d3gcvq/OUCbFVpp6xZ+wu6uockyXQLiQ8YkWkV7+VMR4qW1vDs5cJqkZ4TsZjRLabj8fTGJhazlc5O6HjkGPGxCwCjoLyGYUZQ7PQSIG7XSNXicVYdMOG6WaBENKM7+pIzLB5MdeTQE0bjIKv3vo7xmd7SYYjzgOzxXG0IdcNlsK8XmpoDOaUgCIqUhNAGwz3kpptu4tJLLyUSiXDttdfy/e9/f/Lx48eP093dzXDy17uqqopt27Zx1113MTQ0xPz587n22mv52te+VqinIBQCs7PZZofo3+S22Irark54vCNCPD6VqhTdeZz1dNA6/PzUhl7Dsqnjs7EmK7XOa5N2awqXPI2kCDEjb3Yi2c1iLmhyapEeJgrexkZXQx309HS4KZGd3/Cm2zVStXic1wgcCmGAQaDgNT/Z1TGgJZCinAwKggCUkNA+6aSTHJvTNDc3k2qgMn/+fH71q1/lY2hCsZOa+nHsmPU2DqK2K9mCOXNZdmC4knY+wSaGaaUreaePpeEwU1MKREurUQM2ouhxPUkyxaCnZ6opTSpmO+xMEeYlGu4VVfHn1BAlMwI/371WVA0Hb+P0roZ2/bNzx0zR+a8t7tdo/nx47ZDx+oIx9NS26l48sXN0ajSYbBIVYBOWzNSzXLdToGgng4IglI7QFoScMKN/T++yfrymxshrzVBpjrmPaGjodNBGC91G8xq/S8OxjDzPExfDOReUVCQ7lb5eHyI7hQc3w5UZL4dTO2zVaLgfcm2IYhWBn30S3Lg+uDFaMZVOEG7Uet06Iw8+ojlfoyVL4LvfS39f7HzKmJBd+Ymp11qlS6arJ7aKgA5raUS57sJH/YgNU51srb+rtBy6YwqCkBsitIXpQ1c3/HonLFmR/diItYODrxbMfpeGU6OTQ9GSFdmQ+xL1yEh2hLqQRYmeWqSn4BSBB8OOrSXACHxq5Py994I7rhPRpF50ukZLlsCup633Hxk20ow2bUoX275z7lUEdGensfIURrFiAbo6Tnay3Wz8O1VsaymTQSmEFIT8I0JbmB7oCePH16kg0iIKnVML5gCXhkuNoJaozQg1GCkHKoSVh+pV/LlG4IFt273bAtphpS9DxSJKanWN5s+HlHIaWzo60lcjIta1ts6oCOjWFvvvgiCKFQtUd9GanOg8bjMZzMXiUhAE/4jQFqYHZoFSlU2bZJsotHLuIxaiOsCl4VJD1XnEkWSEeudOeP45dQEZZh6qF/HnGoEnuAi8XeTcGXNjHyrfIWUm8xr19Ki9dvF4jtfCaTKdKqBnzgy/WLFAdRetNpNBiWQLQuEQoS1MD3wWKLnmPqITxfAlTrkz8KXhUsM1r1k35jxWvXoy2fGk4kmLLA81LCcIq8JK28i5LcbGNYwwglNbZJ2aGePM0MaJj03ZAbqlzKTi5fnltBqh6vZhVmK6MZjj0khm3YUf+08faJpY+AlCMSFCW5ge+CxQcsx9TIqVNjom/12qlnxWjPYepLppoe/93fKaq2fCj38UwEBBqSgx34ThBGGVHlJbB8ND3sYWrTpG2+LDVC/6ED/+d6ctNUaOz+A6HiCCzoAWpX5xI43XXKB8nb08vw9y6U6ZqzDOJKNJlK/GTw6uMIIgTA9EaAvTA7NAadTB3s8mCm2b+1g7ThsdtA53pdxZupZ8qVxWF2frUNRaXOg6lcBY36uua9Jn1sLNtyy0zGtO6AGklyTxEmHNFyrpM9EG9Qi8XXqIqshedQmccor5GtQQ0Rayb7/avkPMYin7jXPv3wcNv4O1lyntO3kdFNJHduyAU08xXkdHYWv1HpwYhgVz3U9yUi20LoDRUfttqquBUcgYg98GUIIgTF9EaAvTA7NA6WePWDyW/OsQhbbOfZyBxhXQuzT3peFJO7LkcWYv9X6MgLETFeO6zs5+WFMXp9JFaG8ditrmNaukl6iw6hJYvbp4ItkmKraAay9VG7djYaUiZy7Ifh1Uo81D1LGPJdQzQCN9RHbvhjUfh4oK1329NjBKLYD19B6sBdp3uLt9rD8X4hps/rlxv1Wx4sZNMGv6FjMLghAcIrSF6UMsZi2CFaPQ1rmPGa2X/eRjWuUDfHQjjCSKK0QbAk7pJcuWqeVnn7kgN5GdmfMcVOt2cH5+AAtb1I6jUlhpi0PuunvUXUdDZwttk/dE6act0UHs2Wdg+cVKQzA7xv/sZ86B5FSLxtO9vgZe3D7KsEmUIAjFiQhtYXrRshD6E/B718Ng3F4QexXNfptf2NmRjY6q+/laNecoIexs8yDpNpJDR0Y38tHO3dLy7gygFw4cgDoFce+7SNAld90x6p68oWe4ksSJ0s4mNr36W2LL1YcSi8HxcXj4IfdtBwbhdD+mPV4EdIGKFQVBmF6I0BamJ02N9vnFXtWX3+YXPr29lcZ6yXKos7EyLELs0kty6cjoRj7buac+v85OuPdeozPkz38GY+Pu4l41xaO2FoZTOi9Ga8dpuyJCLGYvHu2i7hp6UmRnXmDjxeg4vJgW3dv1jyqK55wsGr0IaClWFAQhZERoC0IqXkWzqnevlVhWtSOz8/N1GutLL8HwzJJfAvfbkdGNQrVzN8V9VUZqs5u4d03xSEb3//yyTg4/tp+B4YiRTz3UR6SjHnAO0adF3eMJhh7ZyhZ9ncMz0Ygfq7b1vbZLx1F9Ho1NcLzP4nFVSlFA+009EwShqBGhLQgmfkRzLmJZ2dvbIm/AbaxYjLVEyakdtw2FaOeei7hXKaxsW/I6FT9tp9lnW/GpqHuEfS/NBQU3O6uUFrcFoTBXKUqWfOQwCYJQEEr7F1gQgsSLaDbx2QgH8ODtbbGO7jZWyB6rE3rCaOSxf5/xV0+o7ZcnTBG4dInx14sQS+jGU9q33/ib0MNrJuOEF3FvhRndz0y/iEZh08YEsX2b3Sdeiq9r/Qo115vMFA8zYp/5PM2IfWen2/OYhrrSXJnKvGjmBKmzszDjEgQhECSiLQgmfkSzz0Y4wJS3t5sdmVVxo2pzDpXnVMbRNLuntux8tf3fe88Q50E4kaiK9gNJXWV1Ttvofq5pSBlMpXjooFs8cYtCVC8R+zBWKUqSXFLPBEEoCeSTKwgmfkSzKZbtBIIGNNiIZdOOzNzOCjtvb6sot9tYrSjjaJpTdHXHk1BTi/11T7LzKbj/frj7rtwvhWqB3zO/cT6nZXRfeeKltp2ZqgKadS0k2SkeXiP2uaxSlA1+VtEEQSgpRGgLgokf0ewkllXasZt2ZPXR9Purq51zat3GisVYM1HN8y6yNBIVVKKrkygIvNTUB7+YUWKV83k+p/LES93Ow2uKRyHScUqeXFLPBEEoCSR1RBBMvDS8SCXX5hdWdmSzl0KzQzcTv2NNJeB0g2JCJbo6Mgyr1yS9ut2awQTgRJJV0OiGl3PmkobkgJcUD9WIfU7WfeVGLqlngiCUBCK0BSEVv6I51+YXmXZkQwpKzGmsixdDk4uPdhlH01SjpiedBDffYgjJ1w4ZqSK2BOBEYkaJn9imuIPqOYOYeNlg53GeiRfrPiHJ/PnZ5uep+JwgCYJQPIjQFoRM/IrmQnj3po01pTNk3yuAS5i2jKNpXqKrppDMV+pDLAYLFwKHYNkFsGdPQOcscFtxJQvC6WLdp+KJbVbqOols8D1BEgShOBChLQhWFEHDi9Heg1Q3LXTf0O9YQ0o3yET5eQSIn+hqPlMfIhokgNaFakJb+Zx2E688CbWgGgyN9iqYeBcrKi4+ds2mUsnTBEkQhHARoS0IRchldXG2DkV9C47L6tySjgk13SB1HLk8j1zYdInRIBOsn9rixVPdB6ubFhYk9WFeYwjn9DDxCuN1ObMWvnw19PfD2BhUVUFDA2gajNp4hFuh9B52Ik+dFrcOpRQyHzkCh45xmZ2Lz8ZNxkTIrgjZpLoa/uzPoaLCYSNBEEoBEdqCUKTkLDRUyEO6gdPz0C1adWtBpRbUQdcwPJ7x1BoajOhqa1K8mkKpEKkPxjkTtLebB009uA46tK3TiYQYkQ7tfeY38m8K5EM5COQ8e8NXNy00xv3Qo4yebPHEUz2xZ1a7V9+OjsLTv4ZLPhb4WAVByC8itAVhupNrIadPujqzRXA0CuvboDUgLdRq45phJ+aDSn1QpvsgsY4tbGIuHbQRp2HqnMRpo4NYx5vANEkhsBLIdbWwdKnxQqq8L+3SMhRb0fvGdPGxEtow5eLT06N2vD17YdUqyc8WhBJHhLYgFAmhRnfdyHNOeleymYyeIYYGkt7RmzYGJ7Y1DZqa1bfPa9fChx+C4xPEiNNCN300MkA99QzQSB8RdBggXIFYLNgJ5KFhQ3Tu2TsVlW5ttT5GITstqjYNynzT2zEyUpLWmoIgpCNCWxCKgFCiu3nKUfU8LN14rlZ6Q9cNYWx6R+dtopGBqqWdb5JPPqFrHKYpW1ynbUv5t+J2EsipxJNR6U2fgTlnZT9eSG941WZAzz1vJK6PjblvW4LWmoIgpCNCWxAKTCjR3TznqHrBrZmMrhuFdH293iLRJUXfYQDu5csc4aTJu6P0G+kidKVvP5l20GvMPgrgKBIqbgI5k+3b4LMWQruQ3vCmi48bI8PuEwqTErTWFAQhHRHaglBAQonuFipHVRFp1Q0HX45w1pkQJ12YxYnSziY20Z4ttgE2bzZSCkyKZPKUM16Er469KC+kN7zp4vPMr2030dHo0830oEEa6UWzUt3SqEYQygYR2oJQQAKP7hYyR1WR6d6qO6HDtgOnc9aZ71g8atiddNBGC93ZaSSpIhuKZvKUM0EJX7/e8EGlWcViMPw7eGlbViOaLlp5PKvgtZ/1dNBqtYIhjWoEoSyQT7EgFJDAo7teclQLhOlXbReh1zTDgq9cW3X39UJ8yMkfWSNOA30oRDNNMbmlwxCLpYopkHPNyTejypB9LDtv+M5OuOtuuP9++OlDxt+77jbu98Ps2YZFTQpdtNLOpqwVjIHkCkYXGcWdtTXGZFgQhJJHhLYgFJDAo7uFzFFVRNOMIk/z35mPgaFTClUIGTbKkysUo7xFMHnKGSeBnLUtzrnQpjd8fcY20Wh25N9Ms7JrMONFbOsJw7rv3XcNpxTzbjQepy05J0p/cnrydgdtk/8GYHiktF9PQRAmkdQRQSggZnR3YMA6T1vz2hmwkDmqHmhN+lVbOa20rQvO2q8YUZ5ckZwM1dRkp4xYoWovV6zYNU9KxdSil651P5abN3yQaVapxccL5sIzWwzrmoROH41p6SLZp9LoT65gNJHSOlMcRwShLBChLQgFxIzutm82/p0qtn1Fd/3mqOaDjDzY1tZGWlojhfMOLxDm5MoWTSdaO0HjugugfrXxpvjRj9wPrGovFzRB2kimCuTuLnhxX3qus9mxtGUh9Lukyrh5wwdlBXjkCPxya/b9CeMDqLoykbWdOI4IQlkgQlsQCoxtdLd2nLalb9Bao4OuKF7MJfjN7bZtxL0WWWU20pnrR6Pb2A1qbW00lXIRnw8iGqw1A7KWecQabVdUEoktMe7TE8U7eQrDRtIUyM3NcPnl1iJetemLE0GkWekJONjtuHu9Nqhk5ze5giGOI4JQVojQFoQiIK1VePcb1L+4i8ahTrQ9OuzBm3ixW4I3o4Gpx3CJRlo10jnhZDjn9z08uSK3GywEC1sg8RpE6+HIB1P3W7Z6D2HyFAj5eF3D7FgaRJpVTw8cH3fcvVHvJTpzlIFjVel52Ek0dKLEaaSvsK+nIAihIEJbEIoETYOmkU7YG4B4scpRnT8fDh+G/fuM28NDsOW/bKORdo10zFTgg92wyKYT9iQlYDdYSG78U+MlcW317mXylA/K4XUNIs2qpwc40fE0GjrrzzxIe+dSY56kpz8G0EaH8e9CvZ6CIISGCG1BKBaCFi+p0cDOTvj+992778Xj0N6OvnETj2+J2TbSAdi2HWItLjnVhWyJXQJ4avWeNnkqQGfI1NWPwaHSf13zuFLQOvs9++Lf89+j9aRFMGt5+XT6FARhEhHawvTC9Bo+cADq6orrhy0sUWq3xO9A38//m/ioc1QtHldopBOm3WCQRXilgp9UisnrlIM4t8rFVkHldc3n65h5rtaW3FYKmpuhs9/9vM3NtC5ISQ+bXMHQ0LRTgVNzeVaCIBQxIrSF6UNnJ2x/An7/Rvj5z2FsrLhaWIchSp2i5A4MjM5Q287NUS4su8GAi/BGew963icndJ1KYKzv1XBtVo4cgVdegdHRqfuqq+Gss4zGKir4mKhN4va6hlFM6edct9zsT+w3N8MrLzG6YK79NrU1k5MjTVPs8CoIQtkgQluYHphiYUZV+v3FVJAXhih1i5LbMOmA4LbdLKYadfT0GHeajhFaxFserGpkM+AivMvqvF+fXBnXdXb2w5q6OJVhCW2766QBT6N2nXxO1JTym/NZJBvWubQIl82rhPaH7Lf5xJXlv9IiCIItIrSF8qdUCrfC8MD22fSikT6i1ccYGJtp66QWjULjcCd85xdGJzuTp3YaUbxPXGmIF5U82K5utchmqbyWhSao6+RnoqaS35zP1zHsc8VisGkTdDwO8ZTPWzGtlgmCUDCm8S+RMG3wkvtcSJzaUPstzvLZ9EJDZ/0KI/fUrk362tibaJvb00W2yfAItCdbWLu1xAbrNthxizbYpfJaFpqgrpOfiZpVq/OwxqdCPs4Vi8Ett8ANN8C11xh/b7lZRLYgCBLRFqYBYRbkBU3QNm5uUXI7qqpoveQUNp2a7ZRQn9TuCw884n6cjmSk0K4lNsBdd9uPTQd++YupaGMpvZaFJKjrpDpRW7cOZtWp5zfn83XM17nC9PwWBKFkEaEtlD9hFeSFhZ0o9bOs7WRh5sTYGHR10xqLZTklzG2EX8cxxLsb8RSXFCsh0tPjnpowPAI7d8IlHyu917JQBHWdVNOZll8UzkpLrq+jnjCsCPNxLkEQBAskdUQof0yxYFdzpgENRdby2BSlS5ZOiVS/2KVuOBXhmXmremLSKWHJEuOv59o9p0ihahRxz15DNJXia1kIgrpO5kTNTmSDP6/p+fOhttbhvIrjc6Kz01gt2bLFeTt5zwiCECIitIXyJ4zc51IjFjNyRs0c0nXrsls+phJkjqxTpFA1ijgyYoxFXks1gr5OtTXZ99XU+HPrMJsnDQ9bPx7E62i6jLitlsh7RhCEkJFvFmF6YEZ1Z9kU5JVz0ZJpv/fSS8btxYuNfFoVnCLOmRFyK9xcUpoaDcHmZSxuxZXl/Fp6IYjrZApWq4LXEYv7VI/nJIBzfR29WBLKe0YQhJCRHG1h+hCLQctCiAOf/GTxdYYMA7smHecvU9vfKeK8di385D+d929ziRRqEbh4OTy5w9tYgsxjzxdpPuFROGFe+OfM5TqpCFY7WzwrT3RwP15dLfzZn0NFhfv47FC1JFy3zntuuSAIgkdEaAvTCy0CJGDRonA78hUDTk06ntxhpAOMjPj37G5ZaPgH//IX2RHPqir4yEpDhLmxahXs3WsdNXUaSym5PGROeKqq4Mu3QfdBtWuUC36vkxdbvNTjO03u3ATw0DAcPpzb66qa9z+rTkS2IAihI98yglCOqDTpMMklhzcWg//xP+Bzf2BMXqqTnTfHxgwxf9fd6T7YVmgRo7mN5WMexlKsOKVLPPwQHHgp/2NSwY8tnt1zjcfVVi28nBem0qL27zP+6glxphEEoaiQiLYglCMq0cjhEVizGp57PjfPbi0Cx0ah84D/FteT3fUC8g8vFlTSL376U0AzJirFhFfB6rddu9/zAtxzL7x/ZOp2NGqkhATdYVUQBMEnIrQFoRxRjQqedJLhRpJLrnNQLa5LMe/aDZV84YQOmzcbE41imlCoemibgtVPu3an4znRfRDmnJXt5T4Qhwc3w8qVsGtXtnd8OayQCIJQUsg3jSCUI16ikbl6dgfZ4jpI//BiwEsaRNK3HLBOiUjF7fEg8GoRmEtnRTcBnPp8D70G27ZZH8cU1fv3w3XXiTONIAgFRyLaglCOeI1G5kLILa51Pb0zZWNTEdexZrpt1CnaKMLUZGRkxDqFpi2ZQmNXbNgWQoqNaRGoktKTS86zU4qQ1fOtqrI/ljmxq63LfbVGEAQhR0RoC0I54tR6PejlcxeBpaPRRyMD782hvsebUO7qhMctNN76NmgttqCkpQCuN9xd7BxVMunuMhxY7HLdzZQIv7nwflBN6XGb3NlxySpYvdr6vWjnnKPC4EBpOdMIglCWiNAWhHLFSzQyFxwEVhetPE4bcRrgKeApdaHc1Qntm7MbWA4MGPdv2lhEYtvWSnHAm0h8cZ99rjvA7t22j+to9D26n4HxVurrtWAj/yqC1Wly58SCM+3TRXIprhRXEUEQigAR2oJQzuSjwNBGYHXRSjubLLWnm1DWdSOSbdUlXtcNAdmxBVpaiyCNRKUYdGYNjB4zCh+t0IDaWsNH2gmb/ScnNEMN8JBxn6fIv1WDGT/vEbvJnRVu6Ut+iyvFVUQQhCKiZJLV/vf//t+sXLmS2tpaTjjhBKV9dF3n61//Oqeffjo1NTWsXbuWl19+OdyBCkKxkY8Cw4x23zoaj9OW1J7pStgUzx1brIU0GDnZjvWVOvT3G9sVHJVi0JERuOQS523O8Ncp0pzQxEkv/DMnNF0uNuZ0dhp+5/ffDz99yPir4n9uRyxm5EavWW2fS62SvuQnp19cRQRBKDJK5ptobGyMjRs38uUvf1l5n3/4h3/g+9//Pvfeey979+6lrq6OdevWcezYsRBHKgjTFFNg3XADfZf8vpEukmVXYeAmlAcG1U6pul2oqArCk082umXacfCg51P7ntCYLh5bOqDdosGMmfPtV2x3dcOOHUbjIitqatzzyf2kfoiriCAIRUbJpI5885vfBOC+++5T2l7Xde666y6+9rWv8alPfQqAH/3oR5x22mk88sgjfOYzn7Hcb3R0lNHR0cnb8eQP0LiuM24XfssT5vkLPY5SRq5h7jhfQw2amugfgooq92vcPwTjFpvVzYIKB2OJ1O2s9s8rs6LOLhgmdbOg6yBUVTE+w9je/AskdbJmH+aHZJ6MPpmmcphGhohSAdglMw+OQE8vzG9K3tF90LDHMz2onaLOTzwBLQu9+6pvfwJmOFyTmjrjuE7PtXE+nDwbBrNz/yev30knw+WXwfCwcX0b5xljlc+3K/JdmDvFeg2LbTzTHU3XS+sVue+++7jllls4evSo43avvfYaH/rQh/jtb3/Lhz/84cn7P/axj/HhD3+Yu+++23K/O+64Y1LUp/LAAw9QW1uby9AFQRAEQRBCZXh4mOuvv57+/n6i0aj7DiESj8dpaGjg8KM/IVoXrIaKDw0z/4pPF8XzdKJkItpeefvttwE47bTT0u4/7bTTJh+z4vbbb+fWW2+dvB2Px5k/fz4rohGidYXNtBnXdXbHdVZENSoLXgFWmsg1zB2Va6jrcM89MDhoHVzUNKivhy9/2b6Y8WA3PPzI1PFS9wW4+ipY2OL7aQRL90F4JFmFaGWleNU1MDEOP/85YERkd3/hFlb88C4qj2ekV7Qki1ePpVgCRqNw6VojCpwSkT5MI//O9a7D++zvwfzGhNGyPLObohuf/KS39vAHDkw+z0CO230Qfds2Xh84gQFmUc8gc04aYs+n/1g+xzkg34W5U6zXMF5ZMlnB04KCCu2vfvWr/P3f/73jNp2dnbS2tuZpRFBdXU11dXXW/ZVasXyQ9CIaS6ki1zB3XK6hBusuNYrxwFooX/5xmOHwe7CoFSKfyvbRbmiAtnWQx68Fd1pb4FNXZbttNCStFFtbjJzojJzlyuNjVGbmMe/bN/Xv6ir40FlwwfnJQlbNOFbL2dDbR3N8gLpHBhjQ69Et8uE1dKKRAZrnz0LrOwzvH/H+3OrqvFm71NXZ52b7OG6X3sLjxxcSH5va9oTjCc6Rz3EAyDXMneK7hsU0FqHAQvsv/uIv+MM//EPHbc4880xfx54zZw4A77zzDqeffvrk/e+8805aKokgCOHQGjMs/KwazrStU7Oda40ZFn4l0RnSzUox1W9cldExI0J84EB698ekk4zW08N6/XHa2YSGnia2tWRovS3xONrh5d5dPPzY5OkJ47+aGsNpJcfjTnmpp7/gg4NGrvrBbmNCJgiCUKwUVGifcsopnHLKKaEce8GCBcyZM4ft27dPCut4PM7evXs9OZcIguCfIISypkFTM1Nezy8VcTttp8YumX7jXolbdH8cHKCVLjbRPtUYKEmUOG100EoXDC7y5uLhxybPqjNmDsd181IH2LYdYi1FOvESBEGghHK0+/r6+OCDD+jr62NiYoIXXngBgLPOOotZs2YB0Nrayre+9S2uvvpqNE3jlltu4X/9r//F2WefzYIFC/jrv/5r5s6dy1VXXVW4JyII04xJoZwLlu3NUyK8pYLpN779Cf/H2NJhRM61yKR4bqWLFrqNVvfUU88AjfRNRrUnJyaqLdK9dg9VbZXu4bhuXupgPN7XG8D7SxAEISRKRmh//etf5/7775+8fd555wHw5JNPsnr1agC6u7vp7++f3Oa2225jaGiIL33pSxw9epSPfvSjdHR0MHPmzLyOXRCEHLBtb24R4S0FYjGjqDGOURD47jvw1E61fXWgP25E9pub08Szpus0kWFMnpqmodIi/eLlxhKEl9UClVbptTVw3XWeGiaVlJe6IAiCDUW27mrPfffdh67rWf+ZIhsM7+zUnG9N0/ibv/kb3n77bY4dO8a2bdtYuHBh/gcvCII/3NqbgxHh1RP5HFXumGJz0SJY4KMOxcy3NsUzZKejWKVpZHTwnKQhCps2Gdt67R6q0ip9eMQ4pofj1s8KdjtBEIRCUDIRbUEQpiEq7c1TI7yliJeUDpPUfGtTPFul1lilabgVbXpFtcjSaTsz/z5lPI1NEeOyDNj3n4lGjZx/QRCEYkWEtiAIxUsQIq7YUUnpmNwWa8cOr+LZqWjTK6pFlnbb2eTfa21trG+L0b7ZyPO3sohce6kUQgqCUNyUTOqIIAjTEK8iTk8YftX79xl/w04pCep8dikdqbg5dpjieclStfSPoMZuRuTtBK+GkZpiZedn5t9nrlok8+9b6WTTRqO5USrm7aJpWCQIgmCDRLQFQShe3NIqUiO8+XYmCfp8qVHp7i54cR8MD6cf24sTSL7G7hSRd5ocuOXfa8CWDlpvbqGlNZJmETm3EX7tscGlIAhCIRChLQhC8aIq4rq68+tMEpYTihmVbm6Gyy8PLo867LF7zRMHT/n3WnNzmoXfuGouuyAIQoERoS0IQnHjJuJaW+Cuu10jo5Pe07miGInN+XxB5lGbhDl2r3ni0yH/XhCEaY8IbUEQih8nEdfTk19nklJ2Qgl77F4mB7kWUQqCIJQAIrQFQSgN7ERcviOjpRyJLaaxe8m/FwRBKFHEdUQQhNIm35HRUo7EFtPYvTbbEQRBKEHkG0wQhNImF3u5UjhfkBTb2O1sDaPR4AtYBUEQCoCkjgiCUNr4tZcrlfMFSTGOPehOlYIgCEWEfJMJglD65DsyWsqR2GIcu9dmO4IgCCWCRLQFQSgP8h0ZLeVIbCmPXRAEoYQQoS0IQvmQq/e0nvAmPsPwus4XpTx2QRCEEkGEtiAIAuS/hbsgCIJQ9sg6oSAIgtmWPLOZi9mWvLOzMOMSBEEQShoR2oIgTG/c2pKD0ZZcT+RzVIIgCEIZIEJbEITpjZe25IIgCILgARHagiBMb4qpLbkgCIJQVojQFgRhelNMbckFQRCEskKEtiAI05tia0suCIIglA0itAVBmN6YbckhW2wXe0t1QRAEoaiRXw5BEIRibEsuCIIglDzSsEYQBAGkLbkgCIIQOCK0BUEQTKQtuSAIghAgEqoRBEEQBEEQhBAQoS0IgiAIgiAIISBCWxAEQRAEQRBCQIS2IAiCIAiCIISACG1BEARBEARBCAER2oIgCIIgCIIQAiK0BUEQBEEQBCEERGgLgiAIgiAIQgiI0BYEQRAEQRCEEBChLQiCIAiCIAghIEJbEARBEARBEEJAhLYgCIIgCIIghIAIbUEQBEEQBEEIARHagiAIgiAIghACIrQFQRAEQRAEIQREaAuCIAiCIAhCCIjQFgRBEARBEIQQEKEtCIIgCIIgCCEgQlsQBEEQBEEQQkCEtiAIgiAIgiCEgAhtQRAEQRAEQQgBEdqCIAiCIAiCEAIitAVBEARBEAQhBERoC4IgCIIgCEIIiNAWBEEQBEEQhBAQoS0IgiAIgiAIISBCWxAEQRAEQRBCQIS2IAiCIAiCIISACG1BEARBEARBCAER2oIgCIIgCML/v737j6mq/v8A/ryA3CsZkoFcSFJABVMEfwx2WfNHkPeqazA3U3MGRlquTIdhaAWZOX9kWpaLWiqumZqbPzYznaLo1CsocudvJ4SirYu/kh+iMuH1+aOv99tNQC7Xw7kXno/tbt437/c5r/PcAV9czj2XFMBGm4iIiIhIAW7TaC9atAjx8fHw8fGBn59fi9akpqZCo9HYPUwmk7KFEhEREREB8FK7gJaqq6vD+PHjYTAYsGbNmhavM5lMWLdune25VqtVojwiIiIiIjtu02gvWLAAAJCbm+vQOq1WC71er0BFRERERERNc5tGu7Xy8/PRvXt3PPfcc3jllVfwxRdf4Pnnn29y/oMHD/DgwQPb86qqKgDAQxE8FFG83uY82r/adbgzZug8Zug8Zugc5uc8Zug8V83Q1erp6Np1o20ymTBu3DiEhoaitLQU8+fPx+jRo2E2m+Hp6dnomsWLF9tePf83c1UDfB42KF1yi5irBAC/kZzBDJ3HDJ3HDJ3D/JzHDJ3nahnW1rpGr0L/ULXRzszMxNKlS5udc/78eURGRrZq+xMnTrT9OyoqCgMHDkR4eDjy8/ORkJDQ6Jp58+YhPT3d9ryqqgohISEw+HrA9xl13zv6UATmKoHBVwMvjUbVWtwVM3QeM3QeM3QO83MeM3Seq2ZY5eU297noEFRttOfMmYPU1NRm54SFhT21/YWFhcHf3x8lJSVNNtparbbRN0x6aVzlG0lcqBZ3xQydxwydxwydw/ycxwyd53oZulItpHKjHRAQgICAgDbb37Vr13Dr1i0EBQW12T6JiIiIqGNym78vlJeXw2KxoLy8HPX19bBYLLBYLKipqbHNiYyMxLZt2wAANTU1yMjIwLFjx3D58mXk5eUhKSkJvXv3htFoVOswiIiIiKiDcJs3Q2ZlZWH9+vW254MGDQIAHDhwACNGjAAAXLx4EZWVlQAAT09PnDp1CuvXr8edO3cQHByMUaNGYeHChbyXNhEREREpzm0a7dzc3CfeQ1v+dUubzp07Y8+ePQpXRURERETUOLe5dISIiIiIyJ2w0SYiIiIiUgAbbSIiIiIiBbDRJiIiIiJSABttIiIiIiIFsNEmIiIiIlIAG20iIiIiIgWw0SYiIiIiUgAbbSIiIiIiBbDRJiIiIiJSABttIiIiIiIFsNEmIiIiIlIAG20iIiIiIgWw0SYiIiIiUgAbbSIiIiIiBbDRJiIiIqJ2b/Xq1ejVqxd0Oh3i4uJQWFjY7PwtW7YgMjISOp0OUVFR2LVrl8P7ZKNNRERERO3a5s2bkZ6ejuzsbJw8eRLR0dEwGo24fv16o/OPHj2KSZMmIS0tDcXFxUhOTkZycjLOnDnj0H7ZaBMRERFRu7ZixQpMmzYNU6dOxUsvvYScnBz4+Phg7dq1jc7/5ptvYDKZkJGRgX79+mHhwoUYPHgwvvvuO4f26/U0im/PRAQAUF1bq3IlwEMR1NY2oMrLA14ajdrluCVm6Dxm6Dxm6Bzm5zxm6DxXzfBRv/Kof3EF1Xeffg/1aJtVVVV241qtFlqt1m6srq4ORUVFmDdvnm3Mw8MDiYmJMJvNjW7fbDYjPT3dbsxoNGL79u0O1clG+wmqq6sBAC+Nn6pyJUREREQtU11dja5du6pag7e3N/R6PV56XZkeqkuXLggJCbEby87OxmeffWY3dvPmTdTX1yMwMNBuPDAwEBcuXGh021artdH5VqvVoRrZaD9BcHAwrl69imeffRYalX9jraqqQkhICK5evQpfX19Va3FXzNB5zNB5zNA5zM95zNB5rpqhiKC6uhrBwcFqlwKdToeysjLU1dUpsn0Reaw3+++r2Wpjo/0EHh4e6NGjh9pl2PH19XWpb2p3xAydxwydxwydw/ycxwyd54oZqv1K9r/pdDrodDpVa/D394enpycqKirsxisqKqDX6xtdo9frHZrfFL4ZkoiIiIjaLW9vbwwZMgR5eXm2sYaGBuTl5cFgMDS6xmAw2M0HgL179zY5vyl8RZuIiIiI2rX09HSkpKRg6NChiI2Nxddff427d+9i6tR/rh9/88038cILL2Dx4sUAgFmzZmH48OH46quvMHbsWGzatAknTpzAjz/+6NB+2Wi7Ea1Wi+zsbJe7/sidMEPnMUPnMUPnMD/nMUPnMUP3MmHCBNy4cQNZWVmwWq2IiYnB7t27bW94LC8vh4fH/1/oER8fj19++QWffPIJ5s+fjz59+mD79u0YMGCAQ/vViCvd/4WIiIiIqJ3gNdpERERERApgo01EREREpAA22kRERERECmCjTURERESkADbaLm7RokWIj4+Hj48P/Pz8WrQmNTUVGo3G7mEymZQt1IW1JkMRQVZWFoKCgtC5c2ckJibi0qVLyhbqom7fvo3JkyfD19cXfn5+SEtLQ01NTbNrRowY8dg5+O6777ZRxa5h9erV6NWrF3Q6HeLi4lBYWNjs/C1btiAyMhI6nQ5RUVHYtWtXG1XqmhzJLzc397HzTe0PyFDboUOH8NprryE4OBgajQbbt29/4pr8/HwMHjwYWq0WvXv3Rm5uruJ1ujJHM8zPz3/sPNRoNA5/ZDe1L2y0XVxdXR3Gjx+PGTNmOLTOZDLhr7/+sj02btyoUIWurzUZLlu2DKtWrUJOTg4KCgrwzDPPwGg04v79+wpW6pomT56Ms2fPYu/evdi5cycOHTqE6dOnP3HdtGnT7M7BZcuWtUG1rmHz5s1IT09HdnY2Tp48iejoaBiNRly/fr3R+UePHsWkSZOQlpaG4uJiJCcnIzk5GWfOnGnjyl2Do/kB/3w637/PtytXrrRhxa7n7t27iI6OxurVq1s0v6ysDGPHjsXIkSNhsVgwe/ZsvP3229izZ4/ClbouRzN85OLFi3bnYvfu3RWqkNyCkFtYt26ddO3atUVzU1JSJCkpSdF63FFLM2xoaBC9Xi9ffvmlbezOnTui1Wpl48aNClboes6dOycA5Pjx47ax33//XTQajfz5559Nrhs+fLjMmjWrDSp0TbGxsfLee+/ZntfX10twcLAsXry40fmvv/66jB071m4sLi5O3nnnHUXrdFWO5ufIz8eOCIBs27at2Tlz586V/v37241NmDBBjEajgpW5j5ZkeODAAQEgf//9d5vURO6Br2i3U/n5+ejevTsiIiIwY8YM3Lp1S+2S3EZZWRmsVisSExNtY127dkVcXBzMZrOKlbU9s9kMPz8/DB061DaWmJgIDw8PFBQUNLt2w4YN8Pf3x4ABAzBv3jzU1tYqXa5LqKurQ1FRkd354+HhgcTExCbPH7PZbDcfAIxGY4c734DW5QcANTU16NmzJ0JCQpCUlISzZ8+2RbntBs/BpycmJgZBQUF49dVXceTIEbXLIZXxkyHbIZPJhHHjxiE0NBSlpaWYP38+Ro8eDbPZDE9PT7XLc3mPrqd79GlRjwQGBna4a+2sVutjf/b08vJCt27dms3ijTfeQM+ePREcHIxTp07ho48+wsWLF7F161alS1bdzZs3UV9f3+j5c+HChUbXWK1Wnm//pzX5RUREYO3atRg4cCAqKyuxfPlyxMfH4+zZs+jRo0dblO32mjoHq6qqcO/ePXTu3FmlytxHUFAQcnJyMHToUDx48AA//fQTRowYgYKCAgwePFjt8kglbLRVkJmZiaVLlzY75/z584iMjGzV9idOnGj7d1RUFAYOHIjw8HDk5+cjISGhVdt0NUpn2N61NL/W+vc13FFRUQgKCkJCQgJKS0sRHh7e6u0SNcZgMMBgMNiex8fHo1+/fvjhhx+wcOFCFSujjiQiIgIRERG25/Hx8SgtLcXKlSvx888/q1gZqYmNtgrmzJmD1NTUZueEhYU9tf2FhYXB398fJSUl7abRVjJDvV4PAKioqEBQUJBtvKKiAjExMa3apqtpaX56vf6xN6A9fPgQt2/ftuXUEnFxcQCAkpKSdt9o+/v7w9PTExUVFXbjFRUVTWam1+sdmt+etSa//+rUqRMGDRqEkpISJUpsl5o6B319fflqthNiY2Nx+PBhtcsgFbHRVkFAQAACAgLabH/Xrl3DrVu37JpGd6dkhqGhodDr9cjLy7M11lVVVSgoKHD47i+uqqX5GQwG3LlzB0VFRRgyZAgAYP/+/WhoaLA1zy1hsVgAoF2dg03x9vbGkCFDkJeXh+TkZABAQ0MD8vLy8P777ze6xmAwIC8vD7Nnz7aN7d271+5V2o6iNfn9V319PU6fPo0xY8YoWGn7YjAYHrulZEc9B58mi8XSIX7uUTPUfjcmNe/KlStSXFwsCxYskC5dukhxcbEUFxdLdXW1bU5ERIRs3bpVRESqq6vlww8/FLPZLGVlZbJv3z4ZPHiw9OnTR+7fv6/WYajK0QxFRJYsWSJ+fn6yY8cOOXXqlCQlJUloaKjcu3dPjUNQlclkkkGDBklBQYEcPnxY+vTpI5MmTbJ9/dq1axIRESEFBQUiIlJSUiKff/65nDhxQsrKymTHjh0SFhYmw4YNU+sQ2tymTZtEq9VKbm6unDt3TqZPny5+fn5itVpFRGTKlCmSmZlpm3/kyBHx8vKS5cuXy/nz5yU7O1s6deokp0+fVusQVOVofgsWLJA9e/ZIaWmpFBUVycSJE0Wn08nZs2fVOgTVVVdX237WAZAVK1ZIcXGxXLlyRUREMjMzZcqUKbb5f/zxh/j4+EhGRoacP39eVq9eLZ6enrJ79261DkF1jma4cuVK2b59u1y6dElOnz4ts2bNEg8PD9m3b59ah0AugI22i0tJSREAjz0OHDhgmwNA1q1bJyIitbW1MmrUKAkICJBOnTpJz549Zdq0abb/oDoiRzMU+ecWf59++qkEBgaKVquVhIQEuXjxYtsX7wJu3bolkyZNki5duoivr69MnTrV7peUsrIyuzzLy8tl2LBh0q1bN9FqtdK7d2/JyMiQyspKlY5AHd9++628+OKL4u3tLbGxsXLs2DHb14YPHy4pKSl283/99Vfp27eveHt7S//+/eW3335r44pdiyP5zZ492zY3MDBQxowZIydPnlShatfx6FZz/308yi0lJUWGDx/+2JqYmBjx9vaWsLAwu5+JHZGjGS5dulTCw8NFp9NJt27dZMSIEbJ//351iieXoRERabOXz4mIiIiIOgjeR5uIiIiISAFstImIiIiIFMBGm4iIiIhIAWy0iYiIiIgUwEabiIiIiEgBbLSJiIiIiBTARpuIiIiISAFstImIiIiIFMBGm4iIiIhIAWy0iYgUUF9fj/j4eIwbN85uvLKyEiEhIfj4448BAB988AGGDBkCrVaLmJgYFSolIiKlsNEmIlKAp6cncnNzsXv3bmzYsME2PnPmTHTr1g3Z2dm2sbfeegsTJkxQo0wiIlKQl9oFEBG1V3379sWSJUswc+ZMvPLKKygsLMSmTZtw/PhxeHt7AwBWrVoFALhx4wZOnTqlZrlERPSUsdEmIlLQzJkzsW3bNkyZMgWnT59GVlYWoqOj1S6LiIjaABttIiIFaTQafP/99+jXrx+ioqKQmZmpdklERNRGeI02EZHC1q5dCx8fH5SVleHatWtql0NERG2EjTYRkYKOHj2KlStXYufOnYiNjUVaWhpERO2yiIioDbDRJiJSSG1tLVJTUzFjxgyMHDkSa9asQWFhIXJyctQujYiI2gAbbSIihcybNw8igiVLlgAAevXqheXLl2Pu3Lm4fPkyAKCkpAQWiwVWqxX37t2DxWKBxWJBXV2dipUTEdHToBH+DZOI6Kk7ePAgEhISkJ+fj5dfftnua0ajEQ8fPsS+ffswcuRIHDx48LH1ZWVl6NWrVxtVS0RESmCjTURERESkAF46QkRERESkADbaREREREQKYKNNRERERKQANtpERERERApgo01EREREpAA22kRERERECmCjTURERESkADbaREREREQKYKNNRERERKQANtpERERERApgo01EREREpID/AUVXRJPHpYbOAAAAAElFTkSuQmCC\n"},"metadata":{"image/png":{"width":730,"height":530}},"output_type":"display_data"}],"outputs_reference":"s3:deepnote-cell-outputs-production/1c326c6b-6549-489e-ab37-465d0e6504cc"},{"cell_type":"code","metadata":{"source_hash":"857fdbe5","execution_start":1708440748140,"execution_millis":5479,"deepnote_to_be_reexecuted":false,"cell_id":"af2deb303fb74258acb757a79224ae26","deepnote_cell_type":"code"},"source":"for depth in [1,2,4,7,10,15,25,50]:\n    print('Max_depth: ', depth)\n    clf = DecisionTreeClassifier(max_depth=depth, criterion='gini')\n    clf.fit(X_train, y_train)\n    pred = clf.predict(X_test)\n    print(classification_report(y_test, pred))\n    plot_desicion_boundaries()","block_group":"3cb5d0b611be4106bec90b87cb72316c","execution_count":184,"outputs":[{"name":"stdout","text":"Max_depth:  1\n              precision    recall  f1-score   support\n\n           0       0.84      0.24      0.38       251\n           1       0.56      0.95      0.70       249\n\n    accuracy                           0.60       500\n   macro avg       0.70      0.60      0.54       500\nweighted avg       0.70      0.60      0.54       500\n\n","output_type":"stream"},{"data":{"text/plain":"<Figure size 900x600 with 2 Axes>","image/png":"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\n"},"metadata":{"image/png":{"width":730,"height":530}},"output_type":"display_data"},{"name":"stdout","text":"Max_depth:  2\n              precision    recall  f1-score   support\n\n           0       0.81      0.47      0.60       251\n           1       0.63      0.89      0.74       249\n\n    accuracy                           0.68       500\n   macro avg       0.72      0.68      0.67       500\nweighted avg       0.72      0.68      0.67       500\n\n","output_type":"stream"},{"data":{"text/plain":"<Figure size 900x600 with 2 Axes>","image/png":"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\n"},"metadata":{"image/png":{"width":730,"height":530}},"output_type":"display_data"},{"name":"stdout","text":"Max_depth:  4\n              precision    recall  f1-score   support\n\n           0       0.84      0.85      0.84       251\n           1       0.84      0.83      0.84       249\n\n    accuracy                           0.84       500\n   macro avg       0.84      0.84      0.84       500\nweighted avg       0.84      0.84      0.84       500\n\n","output_type":"stream"},{"data":{"text/plain":"<Figure size 900x600 with 2 Axes>","image/png":"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\n"},"metadata":{"image/png":{"width":730,"height":530}},"output_type":"display_data"},{"name":"stdout","text":"Max_depth:  7\n              precision    recall  f1-score   support\n\n           0       0.83      0.83      0.83       251\n           1       0.83      0.82      0.82       249\n\n    accuracy                           0.83       500\n   macro avg       0.83      0.83      0.83       500\nweighted avg       0.83      0.83      0.83       500\n\n","output_type":"stream"},{"data":{"text/plain":"<Figure size 900x600 with 2 Axes>","image/png":"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\n"},"metadata":{"image/png":{"width":730,"height":530}},"output_type":"display_data"},{"name":"stdout","text":"Max_depth:  10\n              precision    recall  f1-score   support\n\n           0       0.82      0.84      0.83       251\n           1       0.84      0.81      0.82       249\n\n    accuracy                           0.83       500\n   macro avg       0.83      0.83      0.83       500\nweighted avg       0.83      0.83      0.83       500\n\n","output_type":"stream"},{"data":{"text/plain":"<Figure size 900x600 with 2 Axes>","image/png":"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\n"},"metadata":{"image/png":{"width":730,"height":530}},"output_type":"display_data"},{"name":"stdout","text":"Max_depth:  15\n              precision    recall  f1-score   support\n\n           0       0.80      0.84      0.82       251\n           1       0.83      0.79      0.81       249\n\n    accuracy                           0.81       500\n   macro avg       0.81      0.81      0.81       500\nweighted avg       0.81      0.81      0.81       500\n\n","output_type":"stream"},{"data":{"text/plain":"<Figure size 900x600 with 2 Axes>","image/png":"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\n"},"metadata":{"image/png":{"width":730,"height":530}},"output_type":"display_data"},{"name":"stdout","text":"Max_depth:  25\n              precision    recall  f1-score   support\n\n           0       0.79      0.83      0.81       251\n           1       0.82      0.78      0.80       249\n\n    accuracy                           0.80       500\n   macro avg       0.80      0.80      0.80       500\nweighted avg       0.80      0.80      0.80       500\n\n","output_type":"stream"},{"data":{"text/plain":"<Figure size 900x600 with 2 Axes>","image/png":"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\n"},"metadata":{"image/png":{"width":730,"height":530}},"output_type":"display_data"},{"name":"stdout","text":"Max_depth:  50\n              precision    recall  f1-score   support\n\n           0       0.80      0.84      0.82       251\n           1       0.83      0.80      0.81       249\n\n    accuracy                           0.82       500\n   macro avg       0.82      0.82      0.82       500\nweighted avg       0.82      0.82      0.82       500\n\n","output_type":"stream"},{"data":{"text/plain":"<Figure size 900x600 with 2 Axes>","image/png":"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\n"},"metadata":{"image/png":{"width":730,"height":530}},"output_type":"display_data"}],"outputs_reference":"s3:deepnote-cell-outputs-production/2e48b8f1-08a4-41c7-bfab-cdc6a1c026fd"},{"cell_type":"code","metadata":{"cell_id":"3c319fe729274e9f9f3d09ea724102ae","deepnote_cell_type":"code"},"source":"","block_group":"2dae8e9e2b1a44dfaf46e04e3077150b","execution_count":null,"outputs":[],"outputs_reference":null},{"cell_type":"markdown","source":"<a style='text-decoration:none;line-height:16px;display:flex;color:#5B5B62;padding:10px;justify-content:end;' href='https://deepnote.com?utm_source=created-in-deepnote-cell&projectId=1d5b3784-c0d1-42b2-b62a-f221187b0e50' target=\"_blank\">\n<img alt='Created in deepnote.com' style='display:inline;max-height:16px;margin:0px;margin-right:7.5px;' src='' > </img>\nCreated in <span style='font-weight:600;margin-left:4px;'>Deepnote</span></a>","metadata":{"created_in_deepnote_cell":true,"deepnote_cell_type":"markdown"}}],"nbformat":4,"nbformat_minor":0,"metadata":{"deepnote_notebook_id":"bba8272ff9c440dc9df72c6f1da22819","deepnote_execution_queue":[]}}